Exemplar closes the loop. 23 proper tools that turn production incidents into tightened contracts. Bugs don't recur — they can't.
26
papers
15,000+
tests
23
proper tools
6
languages
Not a waterfall. Not a cycle. A closed loop where every production incident tightens the contract that caused it.
Production errors don't just get fixed. They generate contracts that make the entire class of bug non-recurring.
Error in production
01Sentinel attributes via PACT key
02Arbiter adjusts trust score
03Fixer agent spawns, patches code
04Contract tightened — bug class eliminated
05Persistent knowledge graph for AI-assisted workflows. 37 MCP tools, hybrid FTS5+graph search.
Adaptive model distillation. Routes between frontier API and local fine-tuned model.
Event collection and story assembly. Weaves operational events into narratives.
Register-aware prompt translation. Detects linguistic register and normalizes for optimal LLM output. 18.8pp accuracy improvement on Claude, 56pp on Gemini. Middleware for Constrain, Pact, Kindex, Webprobe, and Advocate.
Contract-first multi-agent software engineering. 10-phase pipeline.
Interactive constraint elicitation. LLM interviews extract project boundaries.
Cloud-agnostic circuit orchestration. Pre-wired topologies, self-healing.
Trust enforcement. Append-only ledger, SHA-256 integrity, canary taint tracking.
Production attribution via PACT keys. Spawns LLM fixer agents.
Schema registry and data obligation manager. 12 backend types.
Stack adoption and compatibility scanner. Read-only invariant.
Cross-stack smoke tests. Verifies the proper tool suite installs, imports, and interoperates as one system.
Resource-budget primitive. Every blocking call gets a declared timeout, fallback, and structured tags.
Contract validation runtime with per-environment violation policy and sliding-window budgets.
Emergency kill-switch service. Terminates and rolls back when lesser controls cannot contain failure.
Human-in-the-loop coordination primitive. Blocks execution, captures judgment, writes audit.
Sub-threshold anomaly detection for pattern divergence that does not trip a single alarm.
Governed code review service. Demonstrates the entire stack with real integrations.
Generic site state-graph auditor. Maps websites as directed graphs, captures metrics via headless browsers, scans for security vulnerabilities, and uses LLM-driven agents for visual defect discovery and interactive testing.
Six-persona adversarial review engine. Red Team, Adversarial, Sage, User, SME, and Good Friend attack code from different angles simultaneously. Disagreement detection surfaces tensions worth examining.
Substrate-independent organizational dysfunction in AI agent teams.
Read on perardua.devStigmergic mesh coordination without centralized control.
Read on perardua.devProgramming paradigm for constraint-shaped agency.
Read on perardua.devUnified information-theoretic account across the consolidated paper corpus.
Read on perardua.devsignet-eval + Pact
Policy enforcement for safe tool use. Contract-first development that generates tests before code.
Kindex
Persistent knowledge graph with 37 MCP tools. Your AI never starts a session blind again.
Signet
Cryptographic vault with ZK proofs. Prove things about yourself without revealing yourself.