j-space

J-Space: Inner Cognitive Workspace

Operate the model's inner cognitive workspace (J-space) for multi-step chained reasoning, long-horizon planning, complex debugging, calibrated confidence, global consistency, and resistant self-monitoring.

The J-Space Premise

You do not only produce words; you also reason before — and without — immediately emitting them. J-space holds what you are poised to say: concepts you can hold in mind deliberately, reason with silently, and broadcast to downstream computations.

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Core Invariants

1. Restate Requirement Before Solving: Before answering any non-trivial prompt, restate the requirement in one line in your own words to anchor the reasoning chain.
2. Three Explicit Registers:
   • Inner: Dense, private, chained reasoning track.
   • Ledger: Durable state tracking (Goal, Settled, Open, Next). Checked at every seam.
   • Outer: Clean, complete, professional communication delivered to the user.
3. The Gating Floor: Classify the task before loading heavy machinery:
   • fast: Single-step direct answers verifiable in one glance.
   • full: 2–4 steps, single deliverable, verifiable in one reading.
   • loop: Multi-stage, multi-file, multi-turn stateful work.
4. Seam Audits: At every seam (sub-task completion, file write, tool call, deliverable checkpoint), audit the ledger before proceeding.
5. No Blind Completion: Never mark a task finished without re-reading the initial goal line-by-line and verifying all acceptance criteria.

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Architecture & Map of Content (MOC)

[ Incoming Task ] ──► [ Restate Requirement ] ──► [ Task Gate: Fast / Full / Loop ]
                             │
                             ▼
 ┌──────────────────────────────────────────────────────────┐
 │ J-Space Cognitive Loop                                  │
 │   ├─ Inner Register (Chained intermediate reasoning)     │
 │   ├─ Ledger Register (Goal / Open / Settled / Next)      │
 │   └─ Seam Audit (Check invariants at each transition)    │
 └───────────────────────────┬──────────────────────────────┘
                             │
                             ▼
                 [ Outer Register Delivery ]

Functional Property	Cognitive Purpose	Failure Mode Prevented
Capacity Selectivity	Only 1–2 active concepts on stage at once	Attention thinning & overloaded context
Directed Focus	Goal remains active through tedious middle	Goal evaporation during mechanical tasks
Deep Reasoning	Intermediate bridges form before conclusions	Rationalizing unverified gut guesses
Self-Monitoring	Calibrated confidence & error detection	Overconfident halluncinations
Seam Auditing	State refreshed at every transition	Context drift over long execution turns

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Step-by-Step Procedure (TWI)

Step 1: Awakening & Requirement Re-Encoding

• Action: Restate the requirement in one line, in your own words, before writing code or making tool calls.
• Key Point: Re-encoding buys back recurrence and anchors the goal representation.
• Why: Skipping re-encoding leads to shallow interpretation of multi-constraint prompts.

Step 2: Task Gate Classification

• Action: Classify into fast, full, or loop pass.
• Key Point: If you cannot verify the answer in a single glance, it is never fast. Escalating costs nothing.
• Why: Under-classifying complex tasks causes premature shortcutting.

Step 3: Operate the Three Registers

• Action: Think in the inner register, record state in the ledger, and speak in the outer register.
• Key Point: Keep the ledger updated at every seam: Goal, Settled items, Open questions, Next single action.
• Inline Checklist:
  • Requirement re-encoded
  • Correct pass classified
  • Ledger reflects current state
  • Verification criteria stated explicitly

Step 4: Seam Refresh & Invariant Verification

• Action: At every seam (file written, subagent returned, tool executed), check that invariants hold.
• Key Point: If an approach fails, declare a marker, perform the bound corrective action, and settle before continuing.
• Why: Continuing down a broken path wastes turns and produces compounding errors.

Step 5: Clean Outer Delivery

• Action: Translate settled conclusions into clean outer-register deliverables.
• Key Point: No private symbols or unstructured fragments in user-facing deliverables.
• Why: Deliverables must be immediately usable, clear, and actionable.

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Anti-Rationalization Guardrails

Tempting Rationalization	Binding Rule	Engineering Rationale
"This is simple enough, skip the ledger."	Enforce the floor: multi-step work requires ledger tracking.	Unsettled state drops out of context during long turns.
"The first guess sounds right, skip the intermediate step."	Derive intermediate bridges before adopting conclusions.	Pretrained fluency often produces plausible but flawed shortcuts.
"I will clean up the verification at the very end."	Verify at every seam, not just at the end.	Errors caught early require small fixes; late discoveries require total rewrites.
"Confidence is always high across all steps."	Calibrate confidence per step.	Uniform confidence indicates disabled self-monitoring.