model-migration

Source code for the paper "Accelerating Hierarchical Federated Learning under Mobility via Model Migration in Cloud–Edge–End Collaborative Networks".

Open-source LLM migration and regression testing for AI agents. Compare models, detect tool-call regressions, and gate model changes in CI.

Agent skill that upgrades LLM code to Claude Opus 5.5, GPT-6, Gemini 3.8 without breaking prod. Fixes breaking changes, then proves it with tests and evals.

Detect behavioural drift between LLM versions before you upgrade. Compare model responses, classify regressions, and generate migration reports with validated prompt patches.

Local, cross-provider preflight checks for LLM integration changes

Early-stop canary testing for LLM model migrations

A portable memory skill and CLI for AI agents: curated context, user preferences, topic interruptions, handoff packets, and model/runtime migration without transcript dumps.

Know what breaks before switching LLMs.

Why a passing benchmark isn't safe to ship: a free 2-stage (benchmark + replay) validation recipe for LLM model swaps & prompt changes, run on flat-rate coding-agent subagents — no eval API bill.

Plan, research, and evaluate LLM application migrations between models, providers, and platforms (Claude, GPT, Bedrock) before changing code

Dependabot for AI models — replay your app's scenarios across a model migration and catch real behavioral regressions before they ship. Low false-positive by design. CLI + GitHub Action. Open-core, Apache-2.0.

Ollama model store porter: re-hash every blob, export/import models offline as verified tarballs

git diff for LLM behaviour. Capture what your model actually did, replay it against a candidate model, and catch what silently broke. No test authoring, no API keys required.

Is a cheaper model as good as the one you run now? Paired-bootstrap non-inferiority check for swapping models.

Check whether your prompts, tool calls and JSON outputs still work on a replacement LLM before you switch. Go / no-go verdict, BYOK, no telemetry.

An Agent Skill for Claude Code that re-checks your self-authored rules, CLAUDE.md, output styles, skills and agents when a new Claude model takes over a role, fixes safe lines, and hands the rest to you or the stocktake skills. Implements the model-generation trigger of the Agent Knowledge Cycle's Scaffold Dissolution.

Cut LLM/inference cost of any GenAI app: migrate an expensive model to a cheaper one without quality loss via a deep adversarial test suite + oracle/student prompt-optimization loop. A Claude Code skill.

Open-source capture SDK for AI agents — records model and tool calls to build golden suites for LLM migration and regression testing.

Audit GPT-6.1 Sol API requests for endpoint, tool, reasoning, residency, context and token-cost compatibility before migration.

Govern the switch when you change the AI model in production: require approval, activate with read-back confirmation, verify from telemetry, and roll back to a locked target. Leaves one portable migration record. TypeScript, zero runtime dependencies.