#Harness Engineering

The workflow around the model — skills, agents, hooks, state, and verification loops that raise the floor of org productivity.

7 articles

PhilosophyMay 11, 2026 · 13 min read
AI is the best teacher. Most people can't use it.
Karpathy retired "vibe coding." Anthropic's own study says its product made devs 17% worse at understanding. The hype isn't broken — the classroom is. A field essay on context engineering as the new literacy.
#harness-engineering#claude-code+1 more
PhilosophyMay 3, 2026 · 11 min read
Intent is the new craft: 29 days of data, 10 years of AI work
If a weekend with the right AI tools can ship a working product, what is the craft? An essay on juniors, CTOs, solo founders, and pyramids that are losing tenants — grounded in 29 days of Claude Code data.
#founder-story#claude-code+1 more
Vibe CodingApr 29, 2026 · 18 min read
9 days to ship bkamp.ai with Claude Code — and what became bkit
One founder plus Claude Code shipped 11 microservices to production in 9 days. The playbook is now bkit, a CC plugin. A case study and method.
#bkit#claude-code+2 more
PhilosophyApr 28, 2026 · 12 min read
AX is not AI tool adoption — it is organizational redesign
The 5% capturing AI value at scale redesigned roles, workflows, governance, data, and KPIs before picking a model. The 95% in pilot purgatory did not.
#workflow#harness-engineering+2 more
Vibe CodingApr 28, 2026 · 9 min read
Spec-driven coding with Claude Code: write the spec, ship the diff
Vibe-coding peaks when the spec is written first. The minimum viable spec, why Claude Code rewards it more than other agents, and where it stops paying off.
#workflow#harness-engineering+2 more
PhilosophyApr 24, 2026 · 13 min read
AI agents, human responsibility, and the harness in between
Chatbots got good. Agents did not — not because the models aren't smart, but because the system around them isn't. Roles, responsibility, and why PDCA + L0–L4 control beats another model upgrade.
#bkit#workflow+2 more
Vibe CodingApr 23, 2026 · 7 min read
bkit + harness engineering: workflow beats model choice
Why the workflow around Claude Code matters more than picking a bigger model. Harness engineering, bkit's PDCA, and L0–L4 trust-graduated automation.
#bkit#harness-engineering+1 more