Alok Thakur / Engineering Lab
I build reliable automation and AI systems, and document what breaks.
I build reliable automation and AI systems, and document what breaks. Python · asyncio · Linux · AI agents.
Proof / Archive
The work is the evidence.
6
engineering projects
4
evidence records
29
published knowledge records
9
experiments
Currently
Building autonomous engineering systems, reliability-focused tools, and a connected technical knowledge archive.
01 / Build
Featured Engineering
Architecture / repository record
SVGPROJECT / 01
AstraUserbot
Harden a long-lived Telegram automation platform so feature growth does not reduce reliability, ownership clarity or recoverability.
Architecture / repository record
SVGPROJECT / 02
GeminiAgentBridge
Provide a local OpenAI-compatible reasoning boundary while keeping filesystem, shell and Git execution authority in the downstream coding agent.
Architecture / repository record
SVGPROJECT / 03
TelDrive Lab
Add cataloging, planning, verification and controlled maintenance around an existing TelDrive deployment without becoming a second storage authority.
02 / Explore
The Lab
Experiments
9Tests, prototypes and boundary checks where ideas meet implementation.
Browse experiments →Evidence
4Verification, failures, benchmarks and observations supporting engineering claims.
Inspect evidence →03 / Think
Recent Thinking
WRITING / 01
From Projects to Engineering Knowledge
The most durable knowledge in an Engineering Lab comes from extracting reusable principles from real systems, failures and decisions.
WRITING / 02
Production Readiness Is a Boundary
A release becomes trustworthy when the important boundaries have been verified, not when a checklist merely looks complete.
WRITING / 03
Engineering Through Failure
How failures, regressions and discarded approaches become useful engineering knowledge instead of disappearing from the archive.
04 / Continue
Engineering Journey
MILESTONE / 01
CP10 — Projects Become Technical Records
Project pages gain structured objectives, lifecycle, architecture summaries, decisions, lessons and project-linked timelines.
MILESTONE / 02
CP11 — Knowledge Provenance
The knowledge archive gained an explicit path back to the project work behind its ideas.
MILESTONE / 03
CP13 — Discovery Becomes a Set of Paths
The Lab adds stable topic pages and project filtering so growth does not depend on a backend search service.
05 / Connect
Build something worth documenting.
The Lab is public by design. For collaboration, technical discussion or project feedback, start with GitHub.