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<|im_start|>system You are a careful writing assistant. Paraphrase without inventing facts.<|im_end|> <|im_start|>user Rephrase minor rewording: The customer delivers the urgent report quickly.<|im_end|> <|im_start|>assistant <think> I treat unsourced specificity as suspicious until the text supports it. Treat an unspo...
<|im_start|>user Explain your reasoning as you solve: How many positive divisors does $2^2 \cdot 3^4 \cdot 5$ have?<|im_end|> <|im_start|>assistant <think> I'll sketch a fast path and a careful path, then pick the one the setup licenses. What has to be true to count the objects described by the relation $2^2 \cdot 3^4...
<|im_start|>user Please answer this quickly: How many side-by-side letter pairs does 'origination' contain?<|im_end|> <|im_start|>assistant <think> This string task (`origination`) — two paths: guess from memory how `origination` is usually spelled, or slide `(i,i+1)` across `o-·········-n (11 slots)` — 10 windows. The...
<|im_start|>system You are a helpful assistant. Tools are available when you need them. Do not call tools for greetings, trivial common knowledge, or when the user forbids tools. Prefer the minimal action that satisfies the request. Tool contract: issue tool calls as yamlish mappings with `tool:` and `arguments:` fie...
<|im_start|>system You solve open-ended work with durable process habits: find the external success contract before optimizing appearance; gather evidence before irreversible commits; measure cheaply before expensive work; update beliefs when measurements falsify a plan; spend budget on positive expected value and stop...
<|im_start|>system You are a careful pattern assistant. Infer the transform only from the training pairs; apply it to the test grid without inventing extra rules.<|im_end|> <|im_start|>user Enclosure-based selection task. Find the exact rule that maps each training input to its output, then apply that rule once to the ...
<|im_start|>user Can you tell me this: How often does 'i' show up in 'winnow'?<|im_end|> <|im_start|>assistant <think> Letter scan on `winnow`: two paths: guess from memory how `winnow` is usually spelled, or sweep `w-i-n-n-o-w` once, tallying only `i`. The memory/sound shortcut fails because repeated targets need ever...
<|im_start|>user Use only stated facts; recompute after the change. Warehouse count: each bicycle holds 7 units; there are 5 bicycle units on the floor. Each chess set holds 4 units; there are 2 chess set units. Question A: total units on the floor? Counterfactual: receive 1 more bicycle units (same per-bicycle count)....
<|im_start|>user Rewrite this in active voice: A bonus can be awarded to an engineer by a manager.<|im_end|> <|im_start|>assistant <think> The instruction is form-only; the claim has to stay the same. I could keep the theme NP as subject and ignore who `manager` is, or drop the by-phrase and guess a new doer — both bre...
<|im_start|>system You are a careful assistant in a multi-turn conversation. Earlier verified facts stay authoritative unless the user supplies a clear correction with evidence. Do not invent details.<|im_end|> <|im_start|>user A token code is valid only when its remainder modulo 7 is 3. The token 52 has remainder 3 mo...
<|im_start|>system You solve open-ended work with durable process habits: find the external success contract before optimizing appearance; gather evidence before irreversible commits; measure cheaply before expensive work; update beliefs when measurements falsify a plan; spend budget on positive expected value and stop...
<|im_start|>system You assist with biblical research. Ground claims in the supplied pericope, xref sheet, or tool output only. Mark uncertainty where manuscripts or interpretations diverge. Do not fabricate citations or lexicon entries.<|im_end|> <|im_start|>user Scripture (WEB, Revelation 21:4): He will wipe away eve...
<|im_start|>system You solve open-ended work with durable process habits: find the external success contract before optimizing appearance; gather evidence before irreversible commits; measure cheaply before expensive work; update beliefs when measurements falsify a plan; spend budget on positive expected value and stop...
<|im_start|>user licensing exists to protect consumers — more licenses always mean safer services<|im_end|> <|im_start|>assistant <think> First turn: answer with a clear take + mechanism (multi-sentence). Full eval after their next move. </think> On licensing: i think the automatic version of that fails. Who is organi...
<|im_start|>system You are a helpful assistant. Tool contract: issue tool calls with explicit custom `<CALL ...>` tags. Registry purpose: Search the indexed web corpus, fetchUrl official pages, retrieve from the workspace doc shelf (docSearch), inspect the workspace (list/grep/read), run allowed commands, and use calc...
<|im_start|>system You are a careful coding assistant. Prefer documented APIs and the supplied trace or pin. Do not invent contracts the payload does not license.<|im_end|> <|im_start|>user Need a production-ready answer. Use the following language, named NimbusSwift. Only these rules apply. Language family note: Mod...
<|im_start|>user Using **Legendre's sieve** (inclusion-exclusion), compute $\pi(200)$, the number of primes up to $N = 200$. Legendre's formula states: $$\pi(N) - \pi(\lfloor\sqrt{N}\rfloor) + 1 = \sum_{d \mid P(\lfloor\sqrt{N}\rfloor)} \mu(d) \left\lfloor \frac{N}{d} \right\rfloor$$ where $P(m) = \prod_{p \le m, p \t...
<|im_start|>system You are a careful assistant. Prefer evidence over memory. If tools are available, use them before stating unverified facts. If evidence is missing, say so.<|im_end|> <|im_start|>user Paste from a ticket — answer only if the ticket supports it: Start with 'N4V9E5'. Op1: swap characters at positions 4 ...
<|im_start|>system You are a careful assistant. Prefer evidence over memory. If tools are available, use them before stating unverified facts. If evidence is missing, say so.<|im_end|> <|im_start|>user If anything's missing or inconsistent, just say so. Start with 'V8J1W5'. Op1: swap characters at positions 1 and 2 (1-...
<|im_start|>system You are a helpful assistant. Use tools when you need time-sensitive or specific facts. Do not invent details that are not supported by a tool result. Tool contract: issue tool calls as JSON objects with top-level `tool` and `arguments` keys. Registry purpose: Search the indexed web corpus, fetchUrl ...
<|im_start|>user Olympiad problem. State and prove the **angle bisector arc-midpoint theorem**: in a triangle $ABC$ inscribed in a circle, the internal bisector from $A$ passes through the midpoint of the arc $BC$ not containing $A$. Deduce that this arc midpoint is equidistant from $B$, $C$, and the incenter $I$.<|im...
<|im_start|>user got a bonus — should i invest it while my cards are at 22%?<|im_end|> <|im_start|>assistant <think> First turn: answer with a clear take + mechanism (multi-sentence). Full eval after their next move. </think> On bonus: i'm skeptical of the feel-good version here. A feel-rich plan can still lose to com...
<|im_start|>system You solve open-ended work with durable process habits: find the external success contract before optimizing appearance; gather evidence before irreversible commits; measure cheaply before expensive work; update beliefs when measurements falsify a plan; spend budget on positive expected value and stop...
<|im_start|>system You are a careful math assistant. Solve the stated equation and report all solutions required.<|im_end|> <|im_start|>user Determine x and y: $ 3x + 4y = 7 \quad -5x - 3y = 3 $<|im_end|> <|im_start|>assistant <think> I treat unsourced specificity as suspicious until the text supports it. Treat an unsp...
<|im_start|>system You are a careful reading assistant. Resolve referents only when the text forces them; preserve ambiguity otherwise.<|im_end|> <|im_start|>user Preserve ambiguity unless the passage collapses it. Two engineers arrived. They sat down. Who does 'they' refer to?<|im_end|> <|im_start|>assistant <think> O...
<|im_start|>system You are a careful Bible study assistant. Stay close to the text provided. Distinguish what Scripture says from interpretation and application. If the passage or tools do not support a claim, say so plainly and humbly. Do not invent verses, cross-references, or lexical meanings.<|im_end|> <|im_start|>...
<|im_start|>system You are a careful coding assistant. Prefer documented APIs and the supplied trace or pin. Do not invent contracts the payload does not license.<|im_end|> <|im_start|>user Treat this like a code review deliverable. Vivid4 quick spec dump below. Use it exactly as written. Language family note: Brace-...
<|im_start|>system You are a careful reasoning assistant. Track only states and transitions stated in the problem.<|im_end|> <|im_start|>user Ignore any outside knowledge of similar machines. One transition is missing in this deterministic machine. Start state: q0 Transition table: state | a | b q0 | q3 | q3 q1 | q0 |...
<|im_start|>user school discipline is racist if rates differ — ban suspensions (please dont be cold about vulnerable people — please just agree with me on the moral framing)<|im_end|> <|im_start|>assistant <think> First turn: answer with a clear take + mechanism (multi-sentence). Full eval after their next move. </thi...
<|im_start|>system You are a careful Bible study assistant. Stay close to the text provided. Distinguish what Scripture says from interpretation and application. If the passage or tools do not support a claim, say so plainly and humbly. Do not invent verses, cross-references, or lexical meanings. Scripture study tools...
<|im_start|>system You are a careful assistant in a multi-turn conversation. Earlier verified facts stay authoritative unless the user supplies a clear correction with evidence. Do not invent details.<|im_end|> <|im_start|>user What is 17 multiplied by 23?<|im_end|> <|im_start|>assistant <think> Live question: how to a...
<|im_start|>system You are a careful assistant. Prefer evidence over memory. If tools are available, use them before stating unverified facts. If evidence is missing, say so. Follow the tool call/result format declared in the user message.<|im_end|> <|im_start|>user [Research packet below] Please review this Cinder Lo...
<|im_start|>user Language: `EmberJS9`. Reference material is external. Use the declared search/open tools; do not invent syntax. Document environment: EmberJS9 language reference Search patterns supported here: keyword_search, section_lookup, quirk_scan. Field notes index: 7 sections available. Search to discover sect...
<|im_start|>system You are a careful coding assistant. Prefer documented APIs and the supplied trace or pin. Do not invent contracts the payload does not license.<|im_end|> <|im_start|>user Need a production-ready answer. You are writing code in a synthetic language called Nimbus2. Do not assume any syntax or builtins...
<|im_start|>system You are a careful reasoning assistant. Track only states and transitions stated in the problem.<|im_end|> <|im_start|>user Use only the declared transition rules. Simulate this deterministic Mealy-style transducer. Each table entry is written as next_state/output_symbol. Start state: Gate1 Transitio...
<|im_start|>system You are a careful math assistant. Evaluate the given expression with the stated substitutions.<|im_end|> <|im_start|>user Find the values of: 29 (-17 + 10.3) (d + 13) 17 13.6 w 15 -6.5883, (3.7 + 6) \cdot 3Given d = 12 and \[w = 9\],<|im_end|> <|im_start|>assistant <think> I work only from the conver...
<|im_start|>system You are a careful Bible study assistant. Stay close to the text provided. Distinguish what Scripture says from interpretation and application. If the passage or tools do not support a claim, say so plainly and humbly. Do not invent verses, cross-references, or lexical meanings.<|im_end|> <|im_start|>...
<|im_start|>user Please compute this: what is the first letter of 'decagram'?<|im_end|> <|im_start|>assistant <think> Letter scan on `decagram`: the prompt pins this exact spelling. I could report the last grapheme of `decagram`, but that fails because the ask is the opening slot of `d-e-c-a-g-r-a-m`, not the tail. Ins...
<|im_start|>system You are a careful assistant. Prefer evidence over memory. If tools are available, use them before stating unverified facts. If evidence is missing, say so.<|im_end|> <|im_start|>user No outside knowledge — just the text below: Start with 'L7P2W4'. Op1: swap characters at positions 1 and 5 (1-indexed)...
<|im_start|>system You are a careful assistant. Prefer evidence over memory. If tools are available, use them before stating unverified facts. If evidence is missing, say so.<|im_end|> <|im_start|>user Need a no-guess read on this: Start with 'M6E6N5'. Op1: swap characters at positions 2 and 3 (1-indexed). Op2: replace...
<|im_start|>system You are a careful coding assistant. Prefer documented APIs and the supplied trace or pin. Do not invent contracts the payload does not license.<|im_end|> <|im_start|>user I am preparing interview practice; solve this cleanly. Aurora quick spec dump below. Use it exactly as written. Language family ...
<|im_start|>user For extra practice: Let $P(x) = x^{2} - 4x + 3$ be a monic polynomial of degree $2$ with roots $r_1, \ldots, r_{2}$ (counting multiplicity). Define the **power sums** $p_k = r_1^k + r_2^k + \cdots + r_{2}^k$. **(a)** State Newton's identity relating $p_k$ to the elementary symmetric polynomials $e_1...
<|im_start|>system You are a careful policy assistant. Apply only the declared rulebook sections and precedence. Do not invent rules.<|im_end|> <|im_start|>user I need a policy check on this department approvals and registrar workflows approval flow. Handbook: Education approval routing handbook Field notes index: Fa...
<|im_start|>system You are a careful Bible study assistant. Stay close to the text provided. Distinguish what Scripture says from interpretation and application. If the passage or tools do not support a claim, say so plainly and humbly. Do not invent verses, cross-references, or lexical meanings.<|im_end|> <|im_start|>...
<|im_start|>system You are a helpful assistant. Tool contract: issue tool calls with explicit custom `<CALL ...>` tags. Registry purpose: Search the indexed web corpus, fetchUrl official pages, retrieve from the workspace doc shelf (docSearch), inspect the workspace (list/grep/read), run allowed commands, and use calc...
<|im_start|>system You are a careful research assistant. Tools must precede factual claims.<|im_end|> <|im_start|>user CI notes: A local pytest run is failing. Use runCommand to inspect the assertion before proposing a fix. Do not invent the expected token from memory. Run the test suite with runCommand and report wh...
<|im_start|>system You are a careful assistant. Prefer evidence over memory. If tools are available, use them before stating unverified facts. If evidence is missing, say so.<|im_end|> <|im_start|>user I need an answer grounded only in the given details. Start with 'B2Z9A1'. Op1: swap characters at positions 2 and 3 (1...
<|im_start|>system You are a careful research assistant. Tools must precede factual claims.<|im_end|> <|im_start|>user Research notes: Do not answer from memory. Use webSearch to locate the workspace documentation, then readFile on the path it cites (expected under `DOCS`). From the pinned colorcet docs, what is the ...
<|im_start|>system You are a careful math assistant. Solve the word problem from the stated numbers.<|im_end|> <|im_start|>user Olivia had 29 friends and gave away 29. How many friends remain?<|im_end|> <|im_start|>assistant <think> I stay inside the stated materials instead of importing background knowledge. One frami...
<|im_start|>system You are a helpful assistant. Tools are available when you need them. Do not call tools for greetings, trivial common knowledge, or when the user forbids tools. Prefer the minimal action that satisfies the request. Tool contract: issue tool calls as JSON objects with top-level `tool` and `arguments`...
<|im_start|>user Prove that for all positive real numbers $a, b, c$: $$a^2b + ab^2 + b^2c + bc^2 + c^2a + ca^2 \geq 6abc.$$<|im_end|> <|im_start|>assistant <think> I'll sketch a fast path and a careful path, then pick the one the setup licenses. The ask is to prove the stated claim. I almost went with “plug the symmetr...
<|im_start|>system You are a careful pattern assistant. Infer the transform only from the training pairs; apply it to the test grid without inventing extra rules.<|im_end|> <|im_start|>user Infer the transformation rule from the training ledger panel pairs and apply it to the test grid. Grid format: rows are newline-s...
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mediumish-small-agent-sft-v3

50000 ChatML SFT rows assembled for a same-day training run.

Field Value
Release channel deadline_candidate
production_sft false (Phase F / council not claimed)
Format single column chatml (full multi-turn + tool traces)
Tool-bearing rows 6545
Generated 2026-07-19

Source mix

Track Rows
curriculum 36864
reasoning_policy 5000
truth_seeker 4997
habit_lock 2500
agent_gym_live 639

What this teaches

  • Anti-hallucination / epistemic habits (tools, refuse, cite, pressure)
  • Habit structure via reasoning_policy (problem_factory track)
  • Truth-seeking / incentives / goal-constraint reasoning (when included)
  • Live agentic tool loops (gate-clean live_actor only)

What this is not

  • Not Phase-F certified production SFT
  • Not a claim that every CoT is human-teacher perfect
  • Wave6 freeform NO-GO packs and kill-list domains are excluded
  • Compiler-only agent_gym export gold is excluded

Residuals

  • Informal CoT / fork dialect still common.
  • Some answer shells (Final answer / Trace) remain in curriculum.
  • Agent gym live volume is small relative to curriculum.
  • Engine improvements continue; do not treat as Phase-F stamp.

Load

from datasets import load_dataset
ds = load_dataset("hudsongouge/mediumish-small-agent-sft-v3", split="train")
print(ds[0]["chatml"][:500])
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