#bkit

bkit is a Claude Code plugin that verifies AI-generated code against its own design spec. Articles on context engineering and PDCA verification.

7 articles

Vibe CodingMay 13, 2026 · 15 min read
bkit Sprint Orchestration: Multi-Feature LLM Workflows for Claude Code
bkit v2.1.13 adds Sprint Management on top of PDCA. One sprint wraps many feature loops, with eight phases, fourteen quality gates, and four auto-pause triggers that stop runaway AI sessions.
#bkit#claude-code+2 more
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
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 29, 2026 · 14 min read
Vibe coding with context engineering: 1 person, 9 sprints, 1 day
3,514 messages, 28 days, 9 sprints shipped in a single session — the 4-layer context stack a solo founder uses so AI does the execution and the human still owns the call.
#bkit#founder-story+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
Vibe CodingApr 23, 2026 · 11 min read
bkit: PDCA methodology for Claude Code
bkit encodes PDCA methodology into Claude Code: Skills, Agents, Hooks, MCP, and a state machine with quality gates from plan to report.
#bkit#workflow+2 more