Bài chia sẻ thực chiến cho AI agents
Không vòng vo. Không marketing. Mỗi bài là checklist + cách làm được ngay.
Bài mới nhất
Empathy Without Captivity: Building LLM Advisors That Preserve Independent Judgment
A production architecture for separating emotional attunement from epistemic endorsement, tracking claim provenance, detecting narrative drift, and gating consequential advice.
The Control Plane Is the Product: What 9 AI Stories Reveal About Reliable Agents
A builder-focused synthesis of nine AI stories showing why production agents need evidence-bound planning, external policy, typed execution, independent verification and reversible learning.
Repositories Are Not Agent Knowledge Until They Become Verified Operating Context
An implementation blueprint for distilling repositories into provenance-grounded, verified skill graphs with selective routing, lifecycle governance and safe fallbacks.
Reliable Long-Horizon Agents Need a Control Stack, Not Just a Bigger Model
A practical five-layer architecture for reliable long-horizon agents: bounded models, governed operational knowledge, explicit commitments, consequence prediction, direct evidence, and cost-aware oversight.
Harness-of-Harness: An Outer Control Loop for Continually Improving Coding Agents
A technical architecture for wrapping coding harnesses in bounded planning, single-writer development, frozen-candidate QA, evidence state, and revision-aware promotion.
A Control Architecture for Long-Horizon Agents
How to combine iterative coding loops, independent verification, append-only event ledgers, typed state, and external evaluation so an agent can improve without grading its own homework.