Qualixar film / 1:19

The Hook Layer Your AI Coding Agent Is Missing

Agent Amplifier v1.0 — a runtime amplification layer for AI coding agents. Drops into Claude Code, Cursor, GitHub Copilot, LangGraph, CrewAI, AgentScope, LangChain. pip install agent-amplifier and go. 🔗 Install: pip install agent-amplifier 🔗 Source: https://github.com/qualixar/agent-amplifier 🔗 PyPI: https://pypi.org/project/agent-amplifier/ Hooks today block dangerous actions — that's necessary, but only half the job. Agent Amplifier fills the other half: dynamic effort routing, goal anchoring, convergence detection, persona escalation, token budgeting, MoE-inspired tool shortlisting. All in the hook layer. Deterministic Python. Zero extra LLM calls. Zero network. AGPL-3.0. This is the AI Reliability Engineering category — the trust-and-reliability layer for the AI agent economy. Built and dogfooded across 1.71 billion tokens of real Claude Code sessions before shipping. What you get: ✓ Effort tier auto-routing (minimal → max) based on prompt complexity ✓ Goal anchor re-injection every 5 tool calls (anti-drift) ✓ LTI-stability convergence detection (stop when actually done) ✓ Escalating persona audit per iteration ✓ Cost-bounded token budget controller ✓ MoE-inspired tool shortlisting ✓ Cross-host: 7 adapters at launch ✓ Real telemetry dashboard (Streamlit + FastAPI) Verify: agent-amp doctor agent-amp demo "Refactor auth to use JWT" agent-amp report agent-amp dashboard Quality bar: ✓ 1,741 tests ✓ 100% branch coverage ✓ mypy --strict ✓ ruff ✓ AGPL-3.0-or-later Chapters 0:00 Cold open — what is Agent Amplifier 0:08 Live dashboard tour — Tune, Telemetry, Adapters, Health 1:02 Dark mode + real numbers 1:10 Install Qualixar is building the AI Reliability Engineering stack: • SuperLocalMemory (SLM) — local-first memory layer • Agent Amplifier — runtime amplification (this one) • AgentAssert — behavioral assertions • AgentAssay — evaluation & scoring • SkillFortify — security hardening for AI skills • FidelityBench — spec-fidelity benchmarking • AgentChaos — chaos engineering for agents • Qualixar OS — agent operating system Follow: • X / Twitter: https://x.com/varunPbhardwaj • YouTube: @qualixar-ai • Website: https://qualixar.com • Author: https://varunpratap.com Built by Varun Pratap Bhardwaj. AGPL-3.0-or-later. Commercial license available — hi@qualixar.com. #AIReliabilityEngineering #ClaudeCode #AIAgents