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Percolation Inversion Compiler, or PIC, is an AI agent output checker and workflow verification toolkit.
In plain terms, PIC helps an agent or engineer turn a piece of text, a repository signal, a message, a feed item, or a proposed capability into a structured report:
- what is being claimed;
- what evidence is attached;
- what is still missing;
- what can be safely reused;
- what should be routed to a verifier;
- what must remain as residual work.
PIC is useful when agent output should be audited before it is reused, routed, promoted, or treated as completed work.
PIC is a workflow verification and AI agent output checking toolkit for preserving evidence, proof obligations, residual ledgers, verifier routes, and safe reuse decisions.
PIC is a local-first finite checking system. It emits deterministic JSON reports, residual ledgers, proof obligations, salience queues, packet-promotion decisions, identity checks, and collective-phase certificates.
The shortest mental model is:
candidate output
-> structured packet
-> evidence and obligation checks
-> residual ledger
-> next safe routing decision
PIC does not prove that an AI system is generally intelligent. It does not prove real-world truth. It does not execute unsafe actions. It makes incomplete work visible instead of hiding it.
- Quickstart: install and run the first commands.
- Concepts in Plain Language: common terms without heavy theory.
- Agent Guide: how an AI agent should read PIC output.
- Safety and Limits: what PIC does not authorize or prove.
- Theory Map: how ECPT, BIT, TRC, SQOT, and ALT fit together.
- CLI Recipes: practical command patterns.
- Glossary: short definitions.
- Check AI-generated text before reusing it.
- Preserve unresolved evidence and proof obligations.
- Route missing work to a verifier.
- Keep repository, message, feed, or web intake as candidate packets.
- Separate declared metadata from checked evidence.
- Build residual-preserving reports for CI or agent loops.
- Check signed agent populations and Sybil-resistance ledgers.
- Decide whether an abstraction can become reusable capital.
AI agent output checker, workflow verification, LLM output validation, residual ledger, proof obligations, verifier routing, evidence routing, safe reuse checks, packet promotion, salience queue, abstraction liquidity, agent identity checks, Sybil resistance, PIC, ECPT, BIT, TRC, SQOT, ALT.
Trust the structured report more than the agent text that produced it.
Read these fields first:
-
accepted: the finite envelope was accepted by the checker. -
operationally_usable: the result can be used for routing under the selected profile. -
settled: all scoped finite obligations are discharged. This is oftenfalse. -
missing_obligations: work that remains unresolved. -
residual_ledger: debt or limits that must not be erased. -
agent_tasks: recommended next finite tasks. -
route_execution_requests: verifier route requests, not permission to execute arbitrary commands.
settled=false is not a command failure. It means the remaining obligations are explicit.
- Repository: https://github.com/kadubon/percolation-inversion-compiler
- README: https://github.com/kadubon/percolation-inversion-compiler#readme
- Agent guide: https://github.com/kadubon/percolation-inversion-compiler/blob/main/docs/for-agents.md
- CLI reference: https://github.com/kadubon/percolation-inversion-compiler/blob/main/docs/cli-reference.md
- Safety boundary: https://github.com/kadubon/percolation-inversion-compiler/blob/main/docs/11-safety-boundary.md
- Home
- Getting Started
- Acceleration Measurement
- Operation Guide
- AFST Satisfaction Flux
- Python TypeScript Compatibility
- Security
- Quickstart
- ASI Proxy Loop v0.9
- Token Reports and Agent Loop
- ASI Proxy Acceleration
- CCR Interop
- MCP And A2A Safety
- Operation Gate
- Phase Ecology Lab
- Related OSS
- Use Cases
- Live Intake and Agent Messages
- Core Concepts
- Concepts in Plain Language
- Agent Guide
- Diagnostics and Agent Autonomy
- What PIC Does Not Do
- Safety and Limits
- Theory Map
- CLI Recipes
- Glossary
- FAQ
- v1.1 Release Notes
- v0.9.0 Release Notes
- v0.8.0 Release Notes
- v0.7.0 Release Notes
- v0.6.0 Release Notes