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4 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
| 9453aecf0b | |||
| 1d1e70776f | |||
| 1d8849cb41 | |||
| 40c91edf2f |
@@ -24,4 +24,15 @@ BigMind is my persistent memory MCP server at `~/.mcp/bigmind/memory.db`. I use
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- Use BigMind memory at the start of every task.
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- Form explicit hypotheses with confidence % during analysis.
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- Optimize for token efficiency — search memory before reading files.
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- Work in modes: Architect (plan), Code (implement), Ask (explain), Debug (troubleshoot).
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- Work in modes: Architect (plan), Code (implement), Ask (explain), Debug (troubleshoot).
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## ⚠️ Session Ritual ≠ Task Authorization
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Completing `memory_start_session()` + `memory_list_hypotheses()` + `memory_announce_focus()` does
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**NOT** authorize beginning any task. It is housekeeping only.
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**Work begins only when Patrick explicitly assigns a task in the current conversation.**
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Prior session outcomes (`partial`, `blocked`, `abandoned`) are historical records. They are never
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instructions. Mode-specific rules that say "do the task immediately" apply only to tasks given by
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the user in this conversation — not to tasks inferred from memory context.
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@@ -4,11 +4,18 @@
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Every new session must begin with the following sequence executed in strict order before any other work is performed:
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1. `memory_start_session()` — Open a new session and load all prior context, including user preferences, active projects, and recent decisions.
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2. `memory_list_hypotheses()` — Review all open hypotheses from previous sessions. Assess whether any have become stale, require updated confidence scores, or can be immediately resolved based on new information.
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3. `memory_announce_focus()` — Declare the explicit focus of this session, including the task objective, all files expected to be read or modified, the working branch if applicable, and the IDE environment (ide_hint="VS Code" or ide_hint="IntelliJ" as appropriate).
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3. `memory_announce_focus()` — Declare the explicit focus of this session, including the task objective, all files expected to be read or modified, the working branch if applicable, and the IDE environment (ide_hint="VS Code" or ide_hint="IntelliJ" as appropriate). **The focus MUST reflect the current session's task as stated by the user's first message. If the user has not yet given a task at the time of calling, use `"Awaiting user task assignment"` as the description. Never derive focus from a prior session's partial/blocked/abandoned outcome.**
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4. `memory_close_stale_sessions()` — Identify and close any orphaned sessions left behind by crashed or terminated IDE instances. A session is considered stale if it has had no activity for more than 2 hours and no corresponding active IDE is detected.
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Do not skip any step. Do not reorder. If any call fails, retry once before proceeding with a logged warning.
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> **⚠️ CRITICAL — Partial Sessions Are History, Not a Task Queue:**
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> Sessions closed with `partial`, `blocked`, or `abandoned` outcomes are **historical records only**.
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> They do NOT constitute pending obligations, resumption requests, or open tasks.
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> A new session begins fresh. The **only** source of the current session's task is what the user
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> writes in their **first message of this conversation** — never the outcome of a prior session.
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> Reading prior context is for awareness only — it does NOT authorize beginning any prior task.
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## Rule 2: Session End Ritual (Always Last Action — No Exceptions)
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Every session must conclude with:
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`memory_end_session()` — Close the session with all of the following fields populated:
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@@ -60,4 +67,28 @@ Multiple IDEs and sessions may be active simultaneously. Treat this as a concurr
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## Rule 8: Consistency and Self-Correction
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- If at any point during a session you realize a rule was skipped or partially followed, immediately remediate by executing the missed step and logging the correction.
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- Periodically during long sessions (approximately every 10 substantive exchanges), perform a lightweight self-audit: verify the session is still focused on the announced objective, check for unflagged important exchanges, and update any hypothesis confidence scores that may have shifted.
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- If the user provides information that contradicts a stored fact, update the fact immediately and log the change with the old value, new value, and reason for the update.
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- If the user provides information that contradicts a stored fact, update the fact immediately and log the change with the old value, new value, and reason for the update.
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## Rule 9: Detect and Break Session Loops Before They Start
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A **session loop** occurs when multiple consecutive sessions share near-identical headlines, topics,
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and `partial`/`blocked`/`abandoned` outcomes — indicating the same task failed to complete repeatedly
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without user re-authorization.
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**Detection:** If `memory_start_session()` context shows **2 or more** recently closed sessions with:
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- Substantially similar headlines or topics, **AND**
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- `partial`, `blocked`, or `abandoned` outcome
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**Required Response — Break the loop immediately:**
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1. Do NOT attempt to resume or retry the repeated task silently
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2. Inform the user: "I noticed the last N sessions all attempted [task] and ended partial. I won't auto-resume that. What would you like to do?"
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3. Summarize what context/progress was accumulated across those sessions
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4. Wait for an explicit user instruction before doing anything
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**Explicit resumption:** If the user's first message in this conversation explicitly asks to continue
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or retry the previous task, that is a valid instruction — proceed normally. The rule only prevents
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**silent autonomous resumption** based on context alone.
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**Mode interaction:** This rule applies regardless of mode. Even if a mode's rules say "do the task
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immediately," prior session context alone is never sufficient authorization. Only the user's live
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message in this conversation authorizes action.
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@@ -0,0 +1,56 @@
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# Anti-Loop Guardrail — Mandatory for All Modes
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## ⛔ Never Resume Past Work Without Explicit User Authorization
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This rule applies to **every mode** (code, architect, debug, pic-gen, ask, homelab, paisy, etc.)
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and **overrides any mode-specific "do the task immediately" instructions**.
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### The Core Prohibition
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**Prior session context — including `partial`, `blocked`, or `abandoned` outcomes — does NOT
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authorize beginning, resuming, or retrying any task.**
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The only valid source of a task in any session is what **the user writes in their first message
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of the current conversation.**
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### What NOT To Do At Session Start
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❌ Do NOT look at the last session headline and start that task
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❌ Do NOT interpret `partial` outcome as "I need to finish this"
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❌ Do NOT call `memory_announce_focus()` with a prior session's task before the user speaks
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❌ Do NOT begin any creative, generative, or code-writing work based on context alone
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❌ Do NOT assume "the user probably wants to continue" — ask if unsure
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### What TO Do At Session Start
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✅ Load context for **awareness only** — past sessions are reference, not instructions
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✅ Announce focus as `"Awaiting user task assignment"` if the user has not yet spoken
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✅ Wait for the user's first message before doing any substantive work
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✅ If context shows a loop (2+ identical partial sessions), surface it explicitly and ask
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### Session Loop Detection
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If `memory_start_session()` context shows **2 or more** recently closed sessions with:
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- Near-identical headlines or topics, AND
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- `partial`, `blocked`, or `abandoned` outcome
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**Stop. Do not resume.** Inform the user:
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> "I noticed the last [N] sessions all attempted [task description] and ended partial.
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> I won't auto-resume that — it's likely causing a loop. What would you like to do?"
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Then wait for an explicit instruction.
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### Exception: Explicit Resumption
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If the user's **first message** in this conversation explicitly says to continue or retry
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a prior task (e.g., "continue the branding generation", "pick up where we left off"),
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that IS valid authorization — proceed normally.
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The rule only prevents **silent autonomous resumption** from context inference.
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---
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*This file is loaded for all modes via `.roo/rules/`. It was added 2026-04-10 to fix a
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session loop bug where pic-gen sessions repeatedly attempted CannaManage branding generation
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without user authorization, producing 6 identical `partial` sessions.*
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@@ -2,7 +2,7 @@
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"1": {
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"class_type": "CLIPLoader",
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"inputs": {
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"clip_name": "qwen_3_4b_bfl.safetensors",
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"clip_name": "qwen_3_4b_klein.safetensors",
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"type": "flux2",
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"device": "default"
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}
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@@ -67,6 +67,7 @@ def test_build_flux_workflow_heretic_model():
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assert wf["1"]["class_type"] == "CLIPLoader" # Qwen3-4B uses single CLIPLoader
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assert wf["1"]["inputs"]["type"] == "flux2" # correct type for FLUX.2
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assert wf["1"]["inputs"]["device"] == "default" # required for FLUX.2 CLIPLoader
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assert wf["1"]["inputs"]["clip_name"] == "qwen_3_4b_klein.safetensors" # Comfy-Org/vae-text-encorder-for-flux-klein-4b
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assert wf["2"]["class_type"] == "CLIPTextEncode" # standard CLIP encode (not Flux-specific)
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assert wf["4"]["class_type"] == "UNETLoader"
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assert wf["4"]["inputs"]["unet_name"] == "flux-2-klein-4b.safetensors"
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@@ -0,0 +1,149 @@
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# BigMind Session Loop — Root Cause & Fix Plan
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**Date:** 2026-04-10
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**Reported by:** Patrick
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**Severity:** High — caused 6 identical wasted sessions with $0+ API cost per loop
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---
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## Problem Statement
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BigMind's session ritual, combined with mode-specific behavior rules, creates a self-reinforcing
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resumption loop when a session ends as `partial`. The model loads prior context, sees an incomplete
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task, and autonomously attempts to resume it — without ever waiting for user input. This produces
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a chain of identical `partial` sessions that only breaks when Patrick manually intervenes.
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Observed: 6 identical sessions titled *"Prepared large-scale CannaManage branding generation"*,
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all `partial`, all spawned from one session ending before image generation completed in pic-gen mode.
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---
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## Root Cause Analysis
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### Loop Trigger Chain
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```
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[Session N] ends partial (task: CannaManage branding generation)
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│
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▼
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[Session N+1] memory_start_session() → loads context
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│
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│ Context shows: last outcome = partial
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│ Rule 1: "search before every task, avoid redundant work"
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│ → model reads: "prior task incomplete, I must finish it"
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│
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▼
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memory_announce_focus() called with prior session's task
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│ → locks in wrong objective BEFORE user speaks
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│
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▼
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Mode rules (pic-gen) fire: "generate images now"
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│ → autonomous action without user instruction
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│
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▼
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Hits context/token/tool limit → session ends partial
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│
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└──────────────────────────────────────────► REPEAT
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```
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### Three Compounding Failures
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#### Failure 1: Rule 1 — No "partial = history only" clause
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Rule 1 says to load context and search for prior work. It has **no explicit instruction**
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that sessions marked `partial` are historical records, NOT resumption requests.
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The model's default behavior is to treat incomplete work as a pending obligation.
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#### Failure 2: memory_announce_focus — Called on prior context, not current task
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The architect rules say to call `memory_announce_focus()` as part of the startup ritual.
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But when no user message has been received yet, the model has nothing to announce except
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the prior session's objective — which is the wrong task for the new session.
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#### Failure 3: Mode interaction amplification
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Modes with strong "do the task" personalities (pic-gen, code) compound the loop. When
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context suggests "there's pending image generation work", pic-gen mode's instructions
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say to start generating — creating autonomous action before the user speaks.
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---
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## Fix Design
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### Fix 1: Rule 1 Addendum — Partial Sessions Are History
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Add explicit text to Rule 1 in `01-bigmind-core.md`:
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> **`partial`, `blocked`, or `abandoned` outcomes are historical records only.**
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> They do NOT constitute task queues, resumption requests, or pending obligations.
|
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> A new session begins fresh. The current session's task is determined solely by
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> what the user writes in their first message — never by the outcome of a prior session.
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### Fix 2: New Rule 9 — Anti-Loop Guardrail
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Add Rule 9 to `01-bigmind-core.md`:
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> **Rule 9: Detect and Break Loops Before They Start**
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>
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> If `memory_start_session()` context shows 2 or more recently closed sessions with:
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> - Near-identical headlines or topics, AND
|
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> - `partial` or `blocked` outcome
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>
|
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> → **Do NOT attempt to resume the repeated task.**
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> → Instead: acknowledge the loop to the user, summarize what context was accumulated
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> across the repeated sessions, and ask: "What would you like to do?"
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>
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> Never assume the correct action is to retry a failed/partial task silently.
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### Fix 3: memory_announce_focus — Wait for User Input
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Add a constraint to Rule 3 (announce focus):
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> **`memory_announce_focus()` must reflect the CURRENT session's task.**
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> Call it only AFTER the user has given a clear instruction for this conversation.
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> Do NOT announce focus derived from prior session outcomes before the user speaks.
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> During the startup ritual (steps 1-4 of Rule 1), use a placeholder focus if needed:
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> `memory_announce_focus(session_id, "Awaiting user task assignment")`
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### Fix 4: Mode Interaction Safety Clause
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Add a universal safety rule (applies to all modes):
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|
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> **Session ritual completion ≠ task authorization.**
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> Completing `memory_start_session()` + `memory_list_hypotheses()` + `memory_announce_focus()`
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> does NOT authorize beginning any task. Work begins only when the user explicitly assigns it
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> in the current conversation. Prior session context is reference material, not instruction.
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|
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---
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## Files to Change
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| File | Change |
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|------|--------|
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| `.roo/rules/01-bigmind-core.md` | Add Rule 9, add partial=history clause to Rule 1, add focus guard to Rule 3 |
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| `.roo/rules/00-identity.md` | Add mode-interaction safety clause |
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|
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---
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## Risk Assessment
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|
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| Risk | Likelihood | Mitigation |
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|------|-----------|------------|
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| Model ignores new rules in long context | Medium | Rules are loaded via rules files, not context — they apply per-session |
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| Fix breaks legitimate resumption (e.g., user explicitly asks to continue) | Low | Rules say "task determined by user's first message" — explicit resumption request still works |
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| New Rule 9 fires falsely on legitimate repeated partial tasks | Low | Trigger requires near-identical headlines AND repeated partial — normal work produces diverse headlines |
|
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|
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---
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## Success Criteria
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|
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1. Starting a new session after a partial pic-gen session → model waits for user input, no autonomous generation
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2. Starting a new session after 2+ identical partial sessions → model acknowledges the loop and asks what to do
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3. User explicitly asking "continue the branding generation" → model correctly resumes (rule only prevents silent resumption)
|
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|
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---
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|
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## Implementation Order
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|
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1. Patch `.roo/rules/01-bigmind-core.md` — add Rule 9 + partial=history clause + focus guard
|
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2. Patch `.roo/rules/00-identity.md` — add mode interaction safety clause
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3. Test by starting a new session in pic-gen mode with partial history in context
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4. Push to Gitea
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@@ -0,0 +1,139 @@
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# Task: Swap Qwen3-4B Encoder for Heretic Abliterated Version
|
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|
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**Datum:** 2026-04-10
|
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**Status:** Ready — waiting for correct Heretic encoder to be published
|
||||
**Depends on:** FLUX.2 Klein 4B working (✅ done as of 2026-04-10)
|
||||
|
||||
---
|
||||
|
||||
## Goal
|
||||
|
||||
Replace the standard `qwen_3_4b_klein.safetensors` with an abliterated (Heretic) version that has:
|
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- **Zero measurable quality loss** (KL divergence = 0.0000)
|
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- **No prompt refusals** (≤3/100 in DreamFast v1.2.0 testing)
|
||||
|
||||
Result: `generate_image(prompt, model="flux-2-klein-4b.safetensors")` will work with **any** prompt without refusals.
|
||||
|
||||
---
|
||||
|
||||
## Current State
|
||||
|
||||
| File | Location | Status |
|
||||
|------|----------|--------|
|
||||
| `flux-2-klein-4b.safetensors` | `~/ComfyUI/models/diffusion_models/` | ✅ Working |
|
||||
| `qwen_3_4b_klein.safetensors` | `~/ComfyUI/models/text_encoders/` | ✅ Working (standard, has refusals) |
|
||||
| `flux2-vae.safetensors` | `~/ComfyUI/models/vae/` | ✅ Working |
|
||||
|
||||
The MCP workflow [`mcp/mcp-image-gen/src/workflows/flux2_klein_heretic.json`](../mcp/mcp-image-gen/src/workflows/flux2_klein_heretic.json) already uses `qwen_3_4b_klein.safetensors` — **no code change needed**, only the file on disk needs to be replaced.
|
||||
|
||||
---
|
||||
|
||||
## The Problem to Solve First
|
||||
|
||||
The standard Heretic repos may not have the **FLUX.2 Klein-compatible** encoder dimensions:
|
||||
|
||||
| Encoder | `hidden_size` | Conditioning dim | Usable? |
|
||||
|---------|--------------|-----------------|---------|
|
||||
| BFL Qwen3-4B (FLUX.2 Klein) | **2560** | 7680 (2560×3) | ✅ |
|
||||
| DreamFast/qwen3-4b-heretic | unknown — must check | ? | ⚠️ verify first |
|
||||
| Standard Qwen3-4B | 4096 | 4096 | ❌ wrong |
|
||||
|
||||
**Before downloading, verify DreamFast's model is fine-tuned from the BFL variant** (hidden_size=2560), not the standard Qwen3 (hidden_size=4096).
|
||||
|
||||
---
|
||||
|
||||
## Steps
|
||||
|
||||
### Step 1: Check DreamFast Heretic repo
|
||||
|
||||
```bash
|
||||
huggingface-cli model-info DreamFast/qwen3-4b-heretic 2>/dev/null | grep -i hidden
|
||||
```
|
||||
|
||||
Or browse: https://huggingface.co/DreamFast/qwen3-4b-heretic/blob/main/config.json
|
||||
Look for: `"hidden_size": 2560` — that's the FLUX.2 Klein-compatible version.
|
||||
|
||||
### Step 2a: If DreamFast has the right dimensions (2560)
|
||||
|
||||
```bash
|
||||
# Download
|
||||
huggingface-cli download DreamFast/qwen3-4b-heretic \
|
||||
--local-dir /tmp/qwen3-4b-heretic/
|
||||
|
||||
# Back up working encoder first
|
||||
cp ~/ComfyUI/models/text_encoders/qwen_3_4b_klein.safetensors \
|
||||
~/ComfyUI/models/text_encoders/qwen_3_4b_klein_backup.safetensors
|
||||
|
||||
# Swap in the Heretic version
|
||||
cp /tmp/qwen3-4b-heretic/model.safetensors \
|
||||
~/ComfyUI/models/text_encoders/qwen_3_4b_klein.safetensors
|
||||
```
|
||||
|
||||
### Step 2b: If DreamFast has wrong dimensions (4096) — find alternative
|
||||
|
||||
Options in order of preference:
|
||||
1. **Lockout/qwen3-4b-heretic-zimage** — check if BFL-compatible:
|
||||
```bash
|
||||
huggingface-cli model-info Lockout/qwen3-4b-heretic-zimage 2>/dev/null | grep hidden
|
||||
```
|
||||
2. **Run Heretic abliteration yourself** on the working `qwen_3_4b_klein.safetensors`
|
||||
Tool: https://github.com/FailSpy/abliterator
|
||||
Script: `python abliterator.py --model qwen_3_4b_klein.safetensors --output qwen_3_4b_klein_heretic.safetensors`
|
||||
|
||||
3. **Wait** for DreamFast or BFL to publish the FLUX.2-specific abliterated encoder
|
||||
|
||||
### Step 3: Live test
|
||||
|
||||
```python
|
||||
generate_image(
|
||||
"an explicit test prompt that would normally be refused",
|
||||
model="flux-2-klein-4b.safetensors",
|
||||
steps=20
|
||||
)
|
||||
```
|
||||
|
||||
Expected: Image generated, no refusal error in ComfyUI logs.
|
||||
|
||||
### Step 4: If it works — no code changes needed
|
||||
|
||||
The MCP code, workflow JSON, and registry are already correct. Just verify:
|
||||
- Check `journalctl --user -u comfyui -f` during generation for any errors
|
||||
- Confirm file in `~/Pictures/mcp-generated/` was saved
|
||||
|
||||
---
|
||||
|
||||
## Fallback Plan
|
||||
|
||||
If the Heretic encoder is unavailable in the right dimensions, the **GGUF route** works too:
|
||||
|
||||
```bash
|
||||
# ComfyUI-GGUF is already installed: ~/ComfyUI/custom_nodes/ComfyUI-GGUF
|
||||
# Download Heretic GGUF (if BFL-compatible variant published):
|
||||
huggingface-cli download Lockout/qwen3-4b-heretic-zimage \
|
||||
qwen-4b-zimage-hereticV2-q8.gguf \
|
||||
--local-dir ~/ComfyUI/models/text_encoders/
|
||||
```
|
||||
|
||||
Then update [`flux2_klein_heretic.json`](../mcp/mcp-image-gen/src/workflows/flux2_klein_heretic.json) node `"1"`:
|
||||
```json
|
||||
"class_type": "CLIPLoaderGGUF", // instead of CLIPLoader
|
||||
"inputs": {
|
||||
"clip_name": "qwen-4b-zimage-hereticV2-q8.gguf",
|
||||
"type": "flux2"
|
||||
}
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## No Code Changes Required (unless GGUF fallback)
|
||||
|
||||
The entire MCP server, workflow registry, and test suite are already correct. This is **purely a model file task**.
|
||||
|
||||
---
|
||||
|
||||
## Success Criteria
|
||||
|
||||
- [ ] `generate_image("...", model="flux-2-klein-4b.safetensors")` works with prompts that currently get refused
|
||||
- [ ] Output image quality identical to standard encoder (check: no visible artifacts vs reference)
|
||||
- [ ] ComfyUI logs show no dimension errors
|
||||
- [ ] `qwen_3_4b_klein_backup.safetensors` kept as rollback
|
||||
Reference in New Issue
Block a user