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  1. SPFsmartGATE/LIVE/BRAIN/DOCS/00b9e50e18eecbfb.txt +1 -0
  2. SPFsmartGATE/LIVE/BRAIN/DOCS/00bd3fa718eecbfb.txt +1 -0
  3. SPFsmartGATE/LIVE/BRAIN/DOCS/00d57acc18eecbfb.txt +1 -0
  4. SPFsmartGATE/LIVE/BRAIN/DOCS/00dd30fbf53e958a.txt +9 -0
  5. SPFsmartGATE/LIVE/BRAIN/DOCS/02872d5305d4674b.txt +10 -0
  6. SPFsmartGATE/LIVE/BRAIN/DOCS/032bd85518eecbfb.txt +1 -0
  7. SPFsmartGATE/LIVE/BRAIN/DOCS/03312cd818eecbfb.txt +1 -0
  8. SPFsmartGATE/LIVE/BRAIN/DOCS/06cc182024767595.txt +1 -0
  9. SPFsmartGATE/LIVE/BRAIN/DOCS/07264b1054aff5c2.txt +11 -0
  10. SPFsmartGATE/LIVE/BRAIN/DOCS/0947d03902b7e6f3.txt +3 -0
  11. SPFsmartGATE/LIVE/BRAIN/DOCS/0a45ba2618eecc12.txt +1 -0
  12. SPFsmartGATE/LIVE/BRAIN/DOCS/0b45ad0e18eecbfb.txt +1 -0
  13. SPFsmartGATE/LIVE/BRAIN/DOCS/0c4bdea918eecbfb.txt +1 -0
  14. SPFsmartGATE/LIVE/BRAIN/DOCS/0d15cec718eecbfb.txt +1 -0
  15. SPFsmartGATE/LIVE/BRAIN/DOCS/0eb6235a052eba2f.txt +4 -0
  16. SPFsmartGATE/LIVE/BRAIN/DOCS/11b67b2618eecbfb.txt +1 -0
  17. SPFsmartGATE/LIVE/BRAIN/DOCS/12346d7c18eecbfb.txt +1 -0
  18. SPFsmartGATE/LIVE/BRAIN/DOCS/12f7656540ee6b02.txt +1 -0
  19. SPFsmartGATE/LIVE/BRAIN/DOCS/13232e00ce6f25a3.txt +11 -0
  20. SPFsmartGATE/LIVE/BRAIN/DOCS/141742432e7e2a38.txt +4 -0
  21. SPFsmartGATE/LIVE/BRAIN/DOCS/15f29d96bb0defba.txt +4 -0
  22. SPFsmartGATE/LIVE/BRAIN/DOCS/188d9cefab301344.txt +4 -0
  23. SPFsmartGATE/LIVE/BRAIN/DOCS/18a41be77e7d7717.txt +4 -0
  24. SPFsmartGATE/LIVE/BRAIN/DOCS/1a1900644e641080.txt +10 -0
  25. SPFsmartGATE/LIVE/BRAIN/DOCS/1eb9cfcdfc7bfad8.txt +17 -0
  26. SPFsmartGATE/LIVE/BRAIN/DOCS/2193221ba1da3c46.txt +9 -0
  27. SPFsmartGATE/LIVE/BRAIN/DOCS/23528089bc95dc8e.txt +10 -0
  28. SPFsmartGATE/LIVE/BRAIN/DOCS/24804f2688611e3c.txt +10 -0
  29. SPFsmartGATE/LIVE/BRAIN/DOCS/25e6a14301b968dc.txt +5 -0
  30. SPFsmartGATE/LIVE/BRAIN/DOCS/29cc3319bfea40ad.txt +15 -0
  31. SPFsmartGATE/LIVE/BRAIN/DOCS/2e80c2e0eae1adef.txt +9 -0
  32. SPFsmartGATE/LIVE/BRAIN/DOCS/301359317a10f921.txt +7 -0
  33. SPFsmartGATE/LIVE/BRAIN/DOCS/3393363e7acaabde.txt +3 -0
  34. SPFsmartGATE/LIVE/BRAIN/DOCS/3498e5e6914b4ff6.txt +7 -0
  35. SPFsmartGATE/LIVE/BRAIN/DOCS/35bef73aedb2c403.txt +14 -0
  36. SPFsmartGATE/LIVE/BRAIN/DOCS/36c766164364f591.txt +6 -0
  37. SPFsmartGATE/LIVE/BRAIN/DOCS/3ac058dd823b8c6d.txt +15 -0
  38. SPFsmartGATE/LIVE/BRAIN/DOCS/414f056f18eecc32.txt +1 -0
  39. SPFsmartGATE/LIVE/BRAIN/DOCS/416fd9df18eecc32.txt +1 -0
  40. SPFsmartGATE/LIVE/BRAIN/DOCS/418bfa2466b94553.txt +1 -0
  41. SPFsmartGATE/LIVE/BRAIN/DOCS/41c5514166b94553.txt +1 -0
  42. SPFsmartGATE/LIVE/BRAIN/DOCS/41d23f9c40ee6b02.txt +1 -0
  43. SPFsmartGATE/LIVE/BRAIN/DOCS/4273701166b94553.txt +1 -0
  44. SPFsmartGATE/LIVE/BRAIN/DOCS/429addee18eecc32.txt +1 -0
  45. SPFsmartGATE/LIVE/BRAIN/DOCS/42bd29c59ae5f71c.txt +3 -0
  46. SPFsmartGATE/LIVE/BRAIN/DOCS/42f7564140ee6b02.txt +1 -0
  47. SPFsmartGATE/LIVE/BRAIN/DOCS/4357bc0366b94553.txt +1 -0
  48. SPFsmartGATE/LIVE/BRAIN/DOCS/445aed53a554f9a6.txt +13 -0
  49. SPFsmartGATE/LIVE/BRAIN/DOCS/449f223440ee6b02.txt +1 -0
  50. SPFsmartGATE/LIVE/BRAIN/DOCS/44f73b0466b94553.txt +1 -0
SPFsmartGATE/LIVE/BRAIN/DOCS/00b9e50e18eecbfb.txt ADDED
@@ -0,0 +1 @@
 
 
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+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/00bd3fa718eecbfb.txt ADDED
@@ -0,0 +1 @@
 
 
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+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/00d57acc18eecbfb.txt ADDED
@@ -0,0 +1 @@
 
 
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+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/00dd30fbf53e958a.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ 6588 Toggle a searchable tag on the current session.
2
+ 6589 Run the same command again to remove the tag.
3
+ 6590 Tags are displayed after the branch name in /resume and can be searched with /.
4
+ 6591
5
+ 6592 Examples:
6
+ 6593 /tag bugfix # Add tag
7
+ 6594 /tag bugfix # Remove tag (toggle)
8
+ 6595 /tag feature-auth
9
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A=H7("userSettings",{effortLevel:K});if(A.error)return{message:`Failed to set effort level: ${A.error.message}`}}d("tengu_effort_command",{effort:q});let _=i26();if(_!==void 0&&_!==q){let A=process.env.CLAUDE_CODE_EFFORT_LEVEL;if(K===void 0)return{message:`Not applied: CLAUDE_CODE_EFFORT_LEVEL=${A} overrides effort this session, and ${q} is session-only (nothing saved)`,effortUpdate:{value:q}};return{message:`CLAUDE_CODE_EFFORT_LEVEL=${A} overrides this session — clear it and ${q} takes over`,effortUpdate:{value:q}}}let Y=$R1(q);return{message:`Set effort level to ${q}${K!==void 0?"":" (this session only)"}: ${Y}`,effortUpdate:{value:q}}}function SbK(q,K){let _=i26(),Y=_===null?void 0:_??q;if(Y===void 0)return{message:`Effort level: auto (currently ${FG8(K,q)})`};let z=$R1(Y);return{message:`Current effort level: ${Y} (${z})`}}function ifz(){let q=H7("userSettings",{effortLevel:void 0});if(q.error)return{message:`Failed to set effort level: ${q.error.message}`};d("tengu_effort_command",{effort:"auto"});let K=i26();if(K!==void 0&&K!==null)return{message:`Cleared effort from settings, but CLAUDE_CODE_EFFORT_LEVEL=${process.env.CLAUDE_CODE_EFFORT_LEVEL} still controls this session`,effortUpdate:{value:void 0}};return{message:"Effort level set to auto",effortUpdate:{value:void 0}}}function CbK(q){let K=q.toLowerCase();if(K==="auto"||K==="unset")return ifz();if(!pG8(K))return{message:`Invalid argument: ${q}. Valid options are: low, medium, high, max, auto`};return lfz(K)}function nfz(q){let{onDone:K}=q,_=M8(rfz),Y=KW(),{message:z}=SbK(_,Y);return K(z),null}function rfz(q){return q.effortValue}function ofz(q){let K=Y6(6),{result:_,onDone:Y}=q,z=l7(),{effortUpdate:A,message:O}=_,$,w;if(K[0]!==A||K[1]!==O||K[2]!==Y||K[3]!==z)$=()=>{if(A)z((j)=>({...j,effortValue:A.value}));Y(O)},w=[z,A,O,Y],K[0]=A,K[1]=O,K[2]=Y,K[3]=z,K[4]=$,K[5]=w;else $=K[4],w=K[5];return DH6.useEffect($,w),null}async function afz(q,K,_){if(_=_?.trim()||"",cfz.includes(_)){q(`Usage: /effort [low|medium|high|max|auto]
SPFsmartGATE/LIVE/BRAIN/DOCS/02872d5305d4674b.txt ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ // Init in-process brain (MiniLM-L6-v2 + LMDB) — replaces subprocess brain
2
+ crate::brain_local::init_brain();
3
+ crate::brain_local::index_knowledge_docs();
4
+ crate::brain_local::index_spf_sources();
5
+
6
+ --
7
+ // Init in-process brain (MiniLM-L6-v2 + LMDB) — replaces subprocess brain
8
+ crate::brain_local::init_brain();
9
+ crate::brain_local::index_knowledge_docs();
10
+ crate::brain_local::index_spf_sources();
SPFsmartGATE/LIVE/BRAIN/DOCS/032bd85518eecbfb.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/03312cd818eecbfb.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/06cc182024767595.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Glob source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.60 fp=false override=false | context=[Glob,Bash,Write] | ts=2026-03-19T00:03:49.263940558+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/07264b1054aff5c2.txt ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ let mut msg = engine.create_message(peer_short, text, &conv_id, &ts);
2
+ msg.msg_type = crate::chat::MessageType::UserText;
3
+ engine.receive_message(msg.clone());
4
+ drop(chat_lock); // Release lock before mesh I/O
5
+
6
+ // Send via mesh as tool call to peer
7
+ if let Some(ref tx) = mesh_tx {
8
+ let addrs: Vec<String> = peers.get(peer)
9
+ .map(|p| p.addr.clone())
10
+ .unwrap_or_default();
11
+ let (reply_tx, reply_rx) = std::sync::mpsc::channel();
SPFsmartGATE/LIVE/BRAIN/DOCS/0947d03902b7e6f3.txt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ 6672 3. **Quick wins to try** - Specific Claude Code features they could try from the examples below, or a workflow technique if you think it's really compelling. (Avoid stuff like "Ask Claude to confirm before taking actions" or "Type out more context up front" which are less compelling.)
2
+ 6673
3
+ 6674 4. **Ambitious workflows for better models** - As we move to much more capable models over the next 3-6 months, what should they prepare for? What workflows that seem impossible now will become possible? Draw from the appropriate section below.
SPFsmartGATE/LIVE/BRAIN/DOCS/0a45ba2618eecc12.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.75 fp=false override=false | context=[Bash,Grep,Grep] | ts=2026-03-20T08:02:44.599594772+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/0b45ad0e18eecbfb.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/0c4bdea918eecbfb.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/0d15cec718eecbfb.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/0eb6235a052eba2f.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ /data/data/com.termux/files/home/SPFsmartGATE/src/tokenizer.rs: assert_eq!(tok.vocab_size, NUM_SPECIAL);
2
+ /data/data/com.termux/files/home/SPFsmartGATE/src/tokenizer.rs: assert_eq!(tok.vocab_size, tok2.vocab_size);
3
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/4dfeb89dcc4ebfc0.txt:TEST 5: Autoregressive generation — model.generate(&prompt, max_new, temp, seed) produces prompt.len < output.len ≤ prompt.len+max_new, all IDs < vocab_size.
4
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/embeddings.rs: /// Vocabulary: token -> id
SPFsmartGATE/LIVE/BRAIN/DOCS/11b67b2618eecbfb.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/12346d7c18eecbfb.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[Glob,Glob,Read] | ts=2026-03-18T08:29:57.603263118+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/12f7656540ee6b02.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:39:54.630155981+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/13232e00ce6f25a3.txt ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Mensa's scoring system is based on a large sample size and takes into account demographic considerations. They use
2
+ established norms and statistical methods to ensure that scores are accurate and comparable across different
3
+ populations. This contributes to the overall validity of it.
4
+
5
+
6
+ ## Free Options of Mensa IQ Practice Test
7
+
8
+ [IQ score distribution]
9
+
10
+ Many people search for a Mensa IQ test free online. While a completely free, official Mensa-administered IQ test online
11
+ is generally not available, there are resources for those seeking to prepare. Keep in mind that these are practice
SPFsmartGATE/LIVE/BRAIN/DOCS/141742432e7e2a38.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/1ea20f1c368a7379.txt: 1594 let mut stt = StubSTT;
2
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/217fb33948199b17.txt: 966 // Audio I/O: placeholder stubs — real I/O goes through spf_voice:: calls
3
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/217fb33948199b17.txt: 967 self.input = Some(Box::new(StubAudioInput::new()));
4
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/217fb33948199b17.txt: 968 self.output = Some(Box::new(StubAudioOutput::new()));
SPFsmartGATE/LIVE/BRAIN/DOCS/15f29d96bb0defba.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/fs.rs: let prefix = format!("{}/", path);
2
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/fs.rs: format!("/{}", components.join("/"))
3
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs:// CORS (axum::middleware::from_fn) — browser preflight + response headers
4
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/src/http.rs: /// Transformer runtime state — None if transformer disabled or not yet loaded
SPFsmartGATE/LIVE/BRAIN/DOCS/188d9cefab301344.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/hyper-rustls-0.27.7/Cargo.toml
2
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/heed-0.20.5/Cargo.toml
3
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/parking_lot_core-0.9.12/Cargo.toml
4
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/once_cell-1.21.3/Cargo.toml
SPFsmartGATE/LIVE/BRAIN/DOCS/18a41be77e7d7717.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ 10 │[ │[DeepSeek V3 (March │✓ │32.33% │$214.74 │1 │[ Download ][72]
2
+ │Brows│2025)][71] │ │ │ │ │
3
+ │er-Us│ │ │ │ │ │
4
+ │e │ │ │ │ │ │
SPFsmartGATE/LIVE/BRAIN/DOCS/1a1900644e641080.txt ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ DEPLOY/src/mesh.rs — DS-2, DS-4 (~2 new, ~5 removed)
2
+ DEPLOY/src/pipeline.rs — DS-4 (~160 removed)
3
+ DEPLOY/src/framing.rs — DS-4 (~70 removed)
4
+ ~/stoneshell-brain/src/search.rs — SB-1 (1 line modified)
5
+ ~/stoneshell-brain/src/embeddings.rs — SB-1 (1 line modified)
6
+ --
7
+ TM-1: Check FLINT-MR logs → "promoted" and "archived" messages
8
+ CM-1: Read large file → result shows [FLINT SUMMARY/DIGEST] immediately
9
+ DS-1: cargo build → ServerState compiles with new Option fields
10
+ DS-2: Start mesh → spf_status shows endpoint: connected
SPFsmartGATE/LIVE/BRAIN/DOCS/1eb9cfcdfc7bfad8.txt ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 291 /// Get routing stats
2
+ 292 pub fn stats(&self) -> RouterStats {
3
+ 293 RouterStats {
4
+ 294 total_requests: self.ss.total_requests(),
5
+ 295 zone_loads: self.ss.zone_loads().clone(),
6
+ 296 synapse_enabled: self.synapse_enabled,
7
+ 297 }
8
+ 298 }
9
+ 299 }
10
+ 300
11
+ 301 impl Default for Router {
12
+ 302 fn default() -> Self { Self::new() }
13
+ 303 }
14
+ 304
15
+ 305 /// Router statistics
16
+ 306 #[derive(Debug, Clone)]
17
+ 307 pub struct RouterStats {
SPFsmartGATE/LIVE/BRAIN/DOCS/2193221ba1da3c46.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ 2945 return json!({"type": "text", "text": decision.message, "_blocked": true});
2
+ 2946 }
3
+ 2947 session.record_action("fs_rm", "remove", Some(path));
4
+ 2948 let _ = storage.save_session(session);
5
+ 2949
6
+ 2950 if let Some(result) = route_to_lmdb(path, "rm", None, config_db, tmp_db, agent_db) {
7
+ 2951 return result;
8
+ 2952 }
9
+ 2953 json!({"type": "text", "text": format!("BLOCKED: path {} not routable — no LMDB fallback", path)})
SPFsmartGATE/LIVE/BRAIN/DOCS/23528089bc95dc8e.txt ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ 500 Block C (Live Build Indexing) — incremental re-index for active files
2
+ 501 ↓
3
+ 502 Block D (FLINT Fine-tuning) — needs F (vocab) + A (dataset)
4
+ 503 ↓
5
+ 504 Block B (RAG Reweight) — needs A's weights + D's trained FLINT
6
+ 505 ↓
7
+ 506 Block G (Embedding Upgrade) — optional, any time after B
8
+ 507 ```
9
+ 508
10
+ 509 **Why F before D:** FLINT's tokenizer must have trained vocabulary before fine-tuning produces meaningful signals. Currently 266/8192 tokens means forward_causal receives all UNK → meaningless gradients.
SPFsmartGATE/LIVE/BRAIN/DOCS/24804f2688611e3c.txt ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ if let Some(parent) = device_path.parent() {
2
+ let _ = std::fs::create_dir_all(parent);
3
+ }
4
+ match std::fs::write(&device_path, data) {
5
+ Ok(()) => {
6
+ --
7
+ if let Some(db) = tmp_db {
8
+ let _ = db.log_access(virtual_path, device_base, "write", "device", data.len() as u64, true, None);
9
+ }
10
+ json!({"type": "text", "text": format!("Written: {} ({} bytes)", virtual_path, data.len())})
SPFsmartGATE/LIVE/BRAIN/DOCS/25e6a14301b968dc.txt ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ problem). Current state-of-the-art models have mixed success – many can handle simple multi-turn tool use (like doing
2
+ arithmetic with a calculator plugin after an initial wrong guess), but complex interactions (especially those needing
3
+ strategic planning or heavy debugging) often reveal weaknesses. Developers use MINT to gauge a model’s *resilience*:
4
+ does it learn from mistakes or blindly repeat them? This guides improvements such as better prompting strategies or
5
+ fine-tuning for tool use. Ultimately, benchmarks like MINT aim to ensure AI agents are robust and *self-correcting*
SPFsmartGATE/LIVE/BRAIN/DOCS/29cc3319bfea40ad.txt ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 66 messages",
2
+ 67 "If unclear, ask for clarification",
3
+ 68 "ATTENTION TO DETAIL IS A MUST"
4
+ 69 ],
5
+ 70 "violation": "Re-read user message,
6
+ 71 acknowledge what was missed, correct
7
+ 72 immediately"
8
+ 73 },
9
+ 74
10
+ 75 "no_modifications_without_approval": {
11
+ 76 "description": "NEVER modify without
12
+ 77 explicit user direction",
13
+ 78 "actions": [
14
+ 79 "NEVER modify system files, folders, or
15
+ 80 data without explicit user direction",
SPFsmartGATE/LIVE/BRAIN/DOCS/2e80c2e0eae1adef.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ 643 // CompressionLayer applied on Router (outside stack) to avoid body type conflicts.
2
+ 644 let middleware_stack = ServiceBuilder::new()
3
+ 645 // 1. Structured request/response tracing (outermost)
4
+ 646 .layer(TraceLayer::new_for_http())
5
+ 647 // 2. Hide auth headers from trace output
6
+ 648 .layer(SetSensitiveRequestHeadersLayer::new([
7
+ 649 HeaderName::from_static("x-spf-key"),
8
+ 650 HeaderName::from_static("x-spf-sig"),
9
+ 651 ]))
SPFsmartGATE/LIVE/BRAIN/DOCS/301359317a10f921.txt ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ While practice can be a helpful tool for preparation, they are not a substitute for the official option. The supervised
2
+ option offers a standardized, reliable measure of your IQ and is the only way to qualify for Mensa membership.
3
+
4
+ Whether you are interested in joining Mensa or simply curious about your cognitive abilities, the Mensa IQ test can be a
5
+
6
+ ══ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BRAIN/DOCS/1078ce031c0c9cc4.txt ══
7
+ is not a substitute for the official and should not be used to definitively determine your IQ or eligibility for Mensa
SPFsmartGATE/LIVE/BRAIN/DOCS/3393363e7acaabde.txt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.claude/projects/-data-data-com-termux-files-home/c8dcc812-84a1-411d-ac45-98c64f3c595d/tool-results/toolu_01Q7nHf6J8edcAPEYuG8g9cM.txt
2
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.claude/projects/-data-data-com-termux-files-home/c8dcc812-84a1-411d-ac45-98c64f3c595d/tool-results/toolu_01Qo3rGNmk9NYKLTf3YqxLuY.txt
3
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/.claude/projects/-data-data-com-termux-files-home/c8dcc812-84a1-411d-ac45-98c64f3c595d/tool-results/toolu_01RPJc4nzojMbKGJJ1YL7qf3.txt
SPFsmartGATE/LIVE/BRAIN/DOCS/3498e5e6914b4ff6.txt ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ ToolParams (Default): file_path, old_string, new_string, replace_all, content, command, query, pattern, path, collection, limit, text, title, url, topic, category, tool_name (flint_execute), reason (flint_execute), peer_key (mesh_call), message (transformer_chat), prompt (transformer_infer), batch_size (transformer_train)
2
+
3
+ FORMULA: C = basic^basic_power + deps^deps_power + complex^complex_power + files×files_multiplier
4
+ a_optimal(C) = W_eff × (1 - 1/ln(C + e))
5
+ All math is saturating (no overflow).
6
+
7
+ DYNAMIC HELPERS:
SPFsmartGATE/LIVE/BRAIN/DOCS/35bef73aedb2c403.txt ADDED
@@ -0,0 +1,14 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 1895 pipeline_open: false,
2
+ 1896 codec: "opus".into(),
3
+ 1897 sample_rate: 16000,
4
+ 1898 channels: 1,
5
+ 1899 };
6
+ 1900 let json = status.to_json_value();
7
+ 1901 assert_eq!(json["status"], "stubs_only");
8
+ 1902 }
9
+ 1903
10
+ 1904 #[test]
11
+ 1905 fn test_voice_status_input_only_counts_as_active() {
12
+ 1906 // Even one audio direction = "active" mode
13
+ 1907 let status = VoiceStatus {
14
+ 1908 audio_input_available: true,
SPFsmartGATE/LIVE/BRAIN/DOCS/36c766164364f591.txt ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ 1057 - Performing multi-step research to ensure you have over ninety-five percent confidence for all work tasks requested
2
+ 1058
3
+ 1059 Guidelines:
4
+ 1060 - For file searches: search broadly when you don't know where something lives. Use Read when you know the specific file path.
5
+ 1061 - For analysis: Start with a broad scope and narrow down once you have high confidence. Use multiple search strategies if the first doesn't yield results.
6
+ 1062 - Be thorough: Check multiple locations, consider different naming conventions, look for related files. Use the SPF smart GATE MCP tools to help improve your search results
SPFsmartGATE/LIVE/BRAIN/DOCS/3ac058dd823b8c6d.txt ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 696 }
2
+ 697 Ok(None) => break, // Need more data
3
+ 698 Err(e) => {
4
+ 699 eprintln!("[SPF-MESH] Frame parse error from {}: {}", &peer_key[..16], e);
5
+ 700 return;
6
+ 701 }
7
+ 702 }
8
+ 703 }
9
+ 704 }
10
+ 705 }
11
+ 706
12
+ 707 /// Route a frame to the appropriate handler based on StreamType.
13
+ 708 /// Returns an optional response frame.
14
+ 709 fn stream_router(
15
+ 710 frame: &Frame,
SPFsmartGATE/LIVE/BRAIN/DOCS/414f056f18eecc32.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[spf_brain_search,spf_brain_search,Grep] | ts=2026-03-31T00:32:07.225714615+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/416fd9df18eecc32.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Grep,Grep,Read] | ts=2026-03-31T01:08:59.204454035+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/418bfa2466b94553.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Read source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=true | context=[Edit,Read,Grep] | ts=2026-03-21T23:49:39.069336238+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/41c5514166b94553.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Read source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=true | context=[Edit,Read,Grep] | ts=2026-03-21T23:49:39.069336238+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/41d23f9c40ee6b02.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:39:54.630155981+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/4273701166b94553.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Read source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=true | context=[Edit,Read,Grep] | ts=2026-03-21T23:49:39.069336238+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/429addee18eecc32.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Grep source=stdio allowed=true label=1.0 weight=1.0 evil=0.00 relevance=0.80 fp=false override=false | context=[Read,Read,Grep] | ts=2026-03-31T06:28:56.424153353+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/42bd29c59ae5f71c.txt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.claude/todos/4ab72ecb-e6cb-4489-a9ba-6712a6ef1304-agent-4ab72ecb-e6cb-4489-a9ba-6712a6ef1304.json
2
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.claude/todos/1dcbccd6-3f6c-46c0-9b65-90ee219b61de-agent-1dcbccd6-3f6c-46c0-9b65-90ee219b61de.json
3
+ /data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS/DEPLOY/LIVE/LMDB5/.claude/todos/27e9694b-476d-4efe-bc09-4d2ab95bfb6c-agent-27e9694b-476d-4efe-bc09-4d2ab95bfb6c.json
SPFsmartGATE/LIVE/BRAIN/DOCS/42f7564140ee6b02.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:39:54.630155981+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/4357bc0366b94553.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Read source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=true | context=[Edit,Read,Grep] | ts=2026-03-21T23:49:39.069336238+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/445aed53a554f9a6.txt ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 432 let pool = make_pool(&peers);
2
+ 433 pool.borrow("aaa", "task-1").unwrap();
3
+ 434 let result = pool.borrow("aaa", "task-2");
4
+ 435 assert!(result.is_err());
5
+ 436 assert!(result.unwrap_err().contains("already busy"));
6
+ 437 }
7
+ 438
8
+ 439 #[test]
9
+ 440 fn release_marks_idle() {
10
+ 441 let peers = vec![make_peer("ALPHA", "aaa", 4901)];
11
+ 442 let pool = make_pool(&peers);
12
+ 443 pool.borrow("aaa", "task-1").unwrap();
13
+ 444 pool.release("aaa").unwrap();
SPFsmartGATE/LIVE/BRAIN/DOCS/449f223440ee6b02.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=spf_brain_search source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=false | context=[spf_brain_search,spf_brain_search,spf_brain_search] | ts=2026-03-21T22:39:54.630155981+00:00
SPFsmartGATE/LIVE/BRAIN/DOCS/44f73b0466b94553.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ GATE SIGNAL | tool=Read source=stdio allowed=true label=-1.0 weight=4.0 evil=0.00 relevance=1.00 fp=true override=true | context=[Edit,Read,Grep] | ts=2026-03-21T23:49:39.069336238+00:00