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15 values
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dict
TRMFACT_010201
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: Round to the nearest representable value; if exactly halfway, choose the one with an even least-...
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010202
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In a typical TCP session, what comes after the three-way handshake and how does the session typically end (h...
After the handshake, data transfer occurs; sessions typically end with a connection termination sequence (often described as a four-way closure). Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_lifecycle", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "tcp_lifecycle" ], "verification": "vendor_doc + glossary", "safety": "allowed", "li...
[ { "title": "Microsoft: TCP/IP connectivity issues troubleshooting (session phases)", "ref": "turn2search17" }, { "title": "MDN: TCP handshake glossary (mentions four-way closure)", "ref": "turn2search11" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010203
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "According to RFC 8259, what are the only three literal names allowed in JSON values? Then give one practical...
false, null, true (all lowercase). Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", "lic...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010204
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: false, null, true (all lowercase). (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed",...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010205
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What does IEEE 754 'round to nearest, ties to even' mean?" } ] }
Round to the nearest representable value; if exactly halfway, choose the one with an even least-significant digit (ties-to-even).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "allowe...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010206
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In TCP, what is the standard three-message handshake to establish a connection? Then give one practical impl...
SYN → SYN-ACK → ACK. Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", "saf...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010207
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: SYN → SYN-ACK → ACK. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary",...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010208
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: Round to the nearest representable value; if exactly halfway, choose the one with an even least-...
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010209
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms? A: (answer). Keep...
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010210
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In TCP, what is the standard three-message handshake to establish a connection?" } ] }
SYN → SYN-ACK → ACK.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", "sa...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010211
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "euclid_recurrence" ], "verification": "educational + reference", "safety":...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010212
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: At least 8 characters. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed",...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010213
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: T(n)=a·T(n/b)+f(n) (with a≥1, b>1). (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "licen...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010214
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In a typical TCP session, what comes after the three-way handshake and how does the session typically end (h...
After the handshake, data transfer occurs; sessions typically end with a connection termination sequence (often described as a four-way closure). Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_lifecycle", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "tcp_lifecycle" ], "verification": "vendor_doc + glossary", "safety": "allowed", "li...
[ { "title": "Microsoft: TCP/IP connectivity issues troubleshooting (session phases)", "ref": "turn2search17" }, { "title": "MDN: TCP handshake glossary (mentions four-way closure)", "ref": "turn2search11" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010215
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What does IEEE 754 'round to nearest, ties to even' mean?" } ] }
Round to the nearest representable value; if exactly halfway, choose the one with an even least-significant digit (ties-to-even).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "allowe...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010216
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In a typical TCP session, what comes after the three-way handshake and how does the session typically end (h...
After the handshake, data transfer occurs; sessions typically end with a connection termination sequence (often described as a four-way closure).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_lifecycle", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "tcp_lifecycle" ], "verification": "vendor_doc + glossary", "safety": "allowed", "l...
[ { "title": "Microsoft: TCP/IP connectivity issues troubleshooting (session phases)", "ref": "turn2search17" }, { "title": "MDN: TCP handshake glossary (mentions four-way closure)", "ref": "turn2search11" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010217
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: In TCP, what is the standard three-message handshake to establish a connection? A: (answer). Keep it unde...
SYN → SYN-ACK → ACK.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", ...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010218
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: Round to the nearest representable value; if exactly halfway, choose the one with an even least-...
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010219
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: According to RFC 8259, what are the only three literal names allowed in JSON values? A: (answer). Keep it...
false, null, true (all lowercase).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", ...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010220
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "According to RFC 8259, what are the only three literal names allowed in JSON values?" } ] }
false, null, true (all lowercase).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", "li...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010221
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "According to RFC 8259, what are the only three literal names allowed in JSON values? Then give one practical...
false, null, true (all lowercase). Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", "lic...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010222
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What does IEEE 754 'round to nearest, ties to even' mean? Then give one practical implication in 1 sentence....
Round to the nearest representable value; if exactly halfway, choose the one with an even least-significant digit (ties-to-even). Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "allowed...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010223
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: false, null, true (all lowercase). (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed",...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010224
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: In TCP, what is the standard three-message handshake to establish a connection? A: (answer). Keep it unde...
SYN → SYN-ACK → ACK.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", ...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010225
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms?" } ] }
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license": "...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010226
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: SYN → SYN-ACK → ACK. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary",...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010227
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In TCP, what is the standard three-message handshake to establish a connection? Then give one practical impl...
SYN → SYN-ACK → ACK. Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", "saf...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010228
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: In TCP, what is the standard three-message handshake to establish a connection? A: (answer). Keep it unde...
SYN → SYN-ACK → ACK.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", ...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010229
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In TCP, what is the standard three-message handshake to establish a connection?" } ] }
SYN → SYN-ACK → ACK.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", "sa...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010230
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: In TCP, what is the standard three-message handshake to establish a connection? A: (answer). Keep it unde...
SYN → SYN-ACK → ACK.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", ...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010231
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms?" } ] }
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license": "...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010232
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: After the handshake, data transfer occurs; sessions typically end with a connection termination ...
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_lifecycle", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "tcp_lifecycle" ], "verification": "vendor_doc + glossary", "safety": "allowed"...
[ { "title": "Microsoft: TCP/IP connectivity issues troubleshooting (session phases)", "ref": "turn2search17" }, { "title": "MDN: TCP handshake glossary (mentions four-way closure)", "ref": "turn2search11" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010233
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms? A: (answer). Keep...
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010234
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: In NIST SP 800-63B (memorized secrets), what is the minimum length for a subscriber-chosen password? A: (...
At least 8 characters.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed", ...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010235
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: SYN → SYN-ACK → ACK. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary",...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010236
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In NIST SP 800-63B (memorized secrets), what is the minimum length for a subscriber-chosen password? Then gi...
At least 8 characters. Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed", "lic...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010237
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: In TCP, what is the standard three-message handshake to establish a connection? A: (answer). Keep it unde...
SYN → SYN-ACK → ACK.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", ...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010238
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "State the Euclidean algorithm recursion for gcd(a,b) and its base case. Then give one practical implication ...
gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|. Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "euclid_recurrence" ], "verification": "educational + reference", "safety": "allow...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010239
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "According to RFC 8259, what are the only three literal names allowed in JSON values?" } ] }
false, null, true (all lowercase).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", "li...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010240
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "euclid_recurrence" ], "verification": "educational + reference", "safety":...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010241
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms?" } ] }
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license": "...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010242
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: In TCP, what is the standard three-message handshake to establish a connection? A: (answer). Keep it unde...
SYN → SYN-ACK → ACK.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", ...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010243
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms? A: (answer). Keep...
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010244
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: What does IEEE 754 'round to nearest, ties to even' mean? A: (answer). Keep it under 15 words." } ]...
Round to the nearest representable value; if exactly halfway, choose the one with an even least-significant digit (ties-to-even).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "al...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010245
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: In a typical TCP session, what comes after the three-way handshake and how does the session typically end...
After the handshake, data transfer occurs; sessions typically end with a connection termination sequence (often described as a four-way closure).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_lifecycle", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "tcp_lifecycle" ], "verification": "vendor_doc + glossary", "safety": "allowed", ...
[ { "title": "Microsoft: TCP/IP connectivity issues troubleshooting (session phases)", "ref": "turn2search17" }, { "title": "MDN: TCP handshake glossary (mentions four-way closure)", "ref": "turn2search11" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010246
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In NIST SP 800-63B (memorized secrets), what is the minimum length for a subscriber-chosen password?" } ...
At least 8 characters.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed", "li...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010247
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "According to RFC 8259, what are the only three literal names allowed in JSON values?" } ] }
false, null, true (all lowercase).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", "li...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010248
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In NIST SP 800-63B (memorized secrets), what is the minimum length for a subscriber-chosen password?" } ...
At least 8 characters.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed", "li...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010249
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: At least 8 characters. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed",...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010250
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "According to RFC 8259, what are the only three literal names allowed in JSON values? Then give one practical...
false, null, true (all lowercase). Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", "lic...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010251
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: After the handshake, data transfer occurs; sessions typically end with a connection termination ...
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_lifecycle", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "tcp_lifecycle" ], "verification": "vendor_doc + glossary", "safety": "allowed"...
[ { "title": "Microsoft: TCP/IP connectivity issues troubleshooting (session phases)", "ref": "turn2search17" }, { "title": "MDN: TCP handshake glossary (mentions four-way closure)", "ref": "turn2search11" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010252
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In TCP, what is the standard three-message handshake to establish a connection? Then give one practical impl...
SYN → SYN-ACK → ACK. Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", "saf...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010253
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: According to RFC 8259, what are the only three literal names allowed in JSON values? A: (answer). Keep it...
false, null, true (all lowercase).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", ...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010254
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In a typical TCP session, what comes after the three-way handshake and how does the session typically end (h...
After the handshake, data transfer occurs; sessions typically end with a connection termination sequence (often described as a four-way closure).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_lifecycle", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "tcp_lifecycle" ], "verification": "vendor_doc + glossary", "safety": "allowed", "l...
[ { "title": "Microsoft: TCP/IP connectivity issues troubleshooting (session phases)", "ref": "turn2search17" }, { "title": "MDN: TCP handshake glossary (mentions four-way closure)", "ref": "turn2search11" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010255
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: State the Euclidean algorithm recursion for gcd(a,b) and its base case. A: (answer). Keep it under 15 wor...
gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "euclid_recurrence" ], "verification": "educational + reference", "safety": "...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010256
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: According to RFC 8259, what are the only three literal names allowed in JSON values? A: (answer). Keep it...
false, null, true (all lowercase).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", ...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010257
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: Round to the nearest representable value; if exactly halfway, choose the one with an even least-...
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010258
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: According to RFC 8259, what are the only three literal names allowed in JSON values? A: (answer). Keep it...
false, null, true (all lowercase).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", ...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010259
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: T(n)=a·T(n/b)+f(n) (with a≥1, b>1). (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "licen...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010260
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "euclid_recurrence" ], "verification": "educational + reference", "safety":...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010261
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In NIST SP 800-63B (memorized secrets), what is the minimum length for a subscriber-chosen password?" } ...
At least 8 characters.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed", "li...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010262
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In NIST SP 800-63B (memorized secrets), what is the minimum length for a subscriber-chosen password?" } ...
At least 8 characters.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed", "li...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010263
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "euclid_recurrence" ], "verification": "educational + reference", "safety":...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010264
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "euclid_recurrence" ], "verification": "educational + reference", "safety":...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010265
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms? A: (answer). Keep...
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010266
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms?" } ] }
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license": "...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010267
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: What does IEEE 754 'round to nearest, ties to even' mean? A: (answer). Keep it under 15 words." } ]...
Round to the nearest representable value; if exactly halfway, choose the one with an even least-significant digit (ties-to-even).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "al...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010268
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms? Then give one practi...
T(n)=a·T(n/b)+f(n) (with a≥1, b>1). Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license": "a...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010269
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: What does IEEE 754 'round to nearest, ties to even' mean? A: (answer). Keep it under 15 words." } ]...
Round to the nearest representable value; if exactly halfway, choose the one with an even least-significant digit (ties-to-even).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "al...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010270
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms?" } ] }
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license": "...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010271
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: In a typical TCP session, what comes after the three-way handshake and how does the session typically end...
After the handshake, data transfer occurs; sessions typically end with a connection termination sequence (often described as a four-way closure).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_lifecycle", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "tcp_lifecycle" ], "verification": "vendor_doc + glossary", "safety": "allowed", ...
[ { "title": "Microsoft: TCP/IP connectivity issues troubleshooting (session phases)", "ref": "turn2search17" }, { "title": "MDN: TCP handshake glossary (mentions four-way closure)", "ref": "turn2search11" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010272
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In NIST SP 800-63B (memorized secrets), what is the minimum length for a subscriber-chosen password? Then gi...
At least 8 characters. Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed", "lic...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010273
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: According to RFC 8259, what are the only three literal names allowed in JSON values? A: (answer). Keep it...
false, null, true (all lowercase).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", ...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010274
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: In NIST SP 800-63B (memorized secrets), what is the minimum length for a subscriber-chosen password? A: (...
At least 8 characters.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed", ...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010275
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: In a typical TCP session, what comes after the three-way handshake and how does the session typically end...
After the handshake, data transfer occurs; sessions typically end with a connection termination sequence (often described as a four-way closure).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_lifecycle", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "tcp_lifecycle" ], "verification": "vendor_doc + glossary", "safety": "allowed", ...
[ { "title": "Microsoft: TCP/IP connectivity issues troubleshooting (session phases)", "ref": "turn2search17" }, { "title": "MDN: TCP handshake glossary (mentions four-way closure)", "ref": "turn2search11" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010276
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "euclid_recurrence" ], "verification": "educational + reference", "safety":...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010277
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "euclid_recurrence" ], "verification": "educational + reference", "safety":...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010278
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In TCP, what is the standard three-message handshake to establish a connection? Then give one practical impl...
SYN → SYN-ACK → ACK. Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", "saf...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010279
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: false, null, true (all lowercase). (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed",...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010280
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms?" } ] }
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license": "...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010281
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: At least 8 characters. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed",...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010282
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: At least 8 characters. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed",...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010283
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: According to RFC 8259, what are the only three literal names allowed in JSON values? A: (answer). Keep it...
false, null, true (all lowercase).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", ...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010284
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "According to RFC 8259, what are the only three literal names allowed in JSON values?" } ] }
false, null, true (all lowercase).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", "li...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010285
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: After the handshake, data transfer occurs; sessions typically end with a connection termination ...
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_lifecycle", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "tcp_lifecycle" ], "verification": "vendor_doc + glossary", "safety": "allowed"...
[ { "title": "Microsoft: TCP/IP connectivity issues troubleshooting (session phases)", "ref": "turn2search17" }, { "title": "MDN: TCP handshake glossary (mentions four-way closure)", "ref": "turn2search11" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010286
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What does IEEE 754 'round to nearest, ties to even' mean?" } ] }
Round to the nearest representable value; if exactly halfway, choose the one with an even least-significant digit (ties-to-even).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "allowe...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010287
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In TCP, what is the standard three-message handshake to establish a connection?" } ] }
SYN → SYN-ACK → ACK.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", "sa...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010288
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "State the Euclidean algorithm recursion for gcd(a,b) and its base case." } ] }
gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "euclid_recurrence" ], "verification": "educational + reference", "safety": "allo...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010289
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "State the Euclidean algorithm recursion for gcd(a,b) and its base case." } ] }
gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "euclid_recurrence" ], "verification": "educational + reference", "safety": "allo...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010290
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: What does IEEE 754 'round to nearest, ties to even' mean? A: (answer). Keep it under 15 words." } ]...
Round to the nearest representable value; if exactly halfway, choose the one with an even least-significant digit (ties-to-even).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "ieee_rounding", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "ieee_rounding" ], "verification": "standard_summary + vendor_doc", "safety": "al...
[ { "title": "IEEE 754 overview (rounding rules)", "ref": "turn0search1" }, { "title": "Intel documentation: IEEE 754 default rounding mode (RoundTiesToEven)", "ref": "turn0search9" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010291
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In TCP, what is the standard three-message handshake to establish a connection?" } ] }
SYN → SYN-ACK → ACK.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", "sa...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010292
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In TCP, what is the standard three-message handshake to establish a connection? Then give one practical impl...
SYN → SYN-ACK → ACK. Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary", "saf...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010293
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "In a typical TCP session, what comes after the three-way handshake and how does the session typically end (h...
After the handshake, data transfer occurs; sessions typically end with a connection termination sequence (often described as a four-way closure). Implication: Use this rule to avoid protocol/format/security mistakes in implementations.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_lifecycle", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "apply_fact", "tcp_lifecycle" ], "verification": "vendor_doc + glossary", "safety": "allowed", "li...
[ { "title": "Microsoft: TCP/IP connectivity issues troubleshooting (session phases)", "ref": "turn2search17" }, { "title": "MDN: TCP handshake glossary (mentions four-way closure)", "ref": "turn2search11" } ]
{ "wrapper": "apply_fact", "mode": "apply" }
TRMFACT_010294
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "State the Euclidean algorithm recursion for gcd(a,b) and its base case." } ] }
gcd(a,b)=gcd(b, a mod b); base case gcd(a,0)=|a|.
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "euclid_recurrence", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "euclid_recurrence" ], "verification": "educational + reference", "safety": "allo...
[ { "title": "Khan Academy: The Euclidean Algorithm", "ref": "turn2search2" }, { "title": "Wikipedia: Euclidean algorithm (implementation section)", "ref": "turn1search3" } ]
{ "wrapper": "direct_fact", "mode": "direct" }
TRMFACT_010295
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: At least 8 characters. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "nist_password_min", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "nist_password_min" ], "verification": "nist_primary", "safety": "allowed",...
[ { "title": "NIST SP 800-63B (web)", "ref": "turn0search2" }, { "title": "NIST SP 800-63B PDF", "ref": "turn0search10" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010296
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms? A: (answer). Keep...
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010297
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: SYN → SYN-ACK → ACK. (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "tcp_handshake", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "tcp_handshake" ], "verification": "primary_spec:RFC793 + vendor_doc + glossary",...
[ { "title": "RFC 793 - Transmission Control Protocol", "ref": "turn2search3" }, { "title": "Microsoft: The three-way handshake via TCP/IP", "ref": "turn2search1" }, { "title": "MDN: TCP handshake glossary", "ref": "turn2search11" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010298
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "Q: According to RFC 8259, what are the only three literal names allowed in JSON values? A: (answer). Keep it...
false, null, true (all lowercase).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "micro_refresher", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed", ...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "micro_refresher", "mode": "compress" }
TRMFACT_010299
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "True/False: false, null, true (all lowercase). (Answer True/False only.)" } ] }
True
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "json_literals", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "verify_true_false", "json_literals" ], "verification": "primary_spec:RFC8259", "safety": "allowed",...
[ { "title": "RFC 8259 - The JavaScript Object Notation (JSON) Data Interchange Format", "ref": "turn0search3" } ]
{ "wrapper": "verify_true_false", "mode": "tf" }
TRMFACT_010300
trm_realworld_fact_qa
{ "messages": [ { "role": "system", "content": "You are a Tiny Recursive Model (TRM). Answer with factual Q&A only. Be concise and correct." }, { "role": "user", "content": "What recurrence form does the Master Theorem analyze for divide-and-conquer algorithms?" } ] }
T(n)=a·T(n/b)+f(n) (with a≥1, b>1).
{ "developer_brand": "Within Us AI", "domain": "tiny_recursive_models", "subdomain": "master_form", "difficulty": "archon", "tags": [ "trm", "tiny-model", "facts", "real-world", "direct_fact", "master_form" ], "verification": "mit_ocw_primary", "safety": "allowed", "license": "...
[ { "title": "MIT OCW 6.046J Lecture 3: Divide and Conquer (recurrence form)", "ref": "turn2search10" }, { "title": "MIT OCW 6.006 Recitation 3 (Master Theorem mention)", "ref": "turn2search0" } ]
{ "wrapper": "direct_fact", "mode": "direct" }