AuthorMaksim Danilchenko
RoleEngineering Lead, inDrive
Cadence3–5 long-form / week

Notes on shipping
software in 2026.

Long-form on AI engineering, dev tools, agentic pipelines, and the parts of indie hacking that survive contact with production.

latest 23.jan.2026 · 13 min

research

Efficient LLM Reasoning: 7 Papers That Cut Token Costs by Up to 84%

Seven papers fix LLM overthinking: Sketch-of-Thought cuts tokens 84%, shorter chains boost accuracy 34.5%, and budget-aware prompting halves costs.

filed under research tags llm-reasoning · efficient-inference · overthinking 13 min read
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ls topics/ 6 directories
namepostsaboutupdated
research 15 papers, but readable — algorithms, AI, systems 23 may tutorials 9 python, go, things I actually built and shipped 14 may comparisons 11 x vs y vs z — benchmarks, pricing, real DX 21 may reviews 7 AI dev tools and models, after real use 22 may careers 7 tech hiring data, EU/Cyprus angle, salary reports 15 may programming 2 language deep-dives, idioms, the traps that bite 13 apr
about full bio →

I'm Maksim. By day I lead an engineering team at inDrive. After hours I ship side projects (PageBloom, NotesPilot, MyDevKit, startgaze) and write things up here when I learn something worth keeping.

The blog itself runs on an agentic publishing pipeline I built and rebuilt — a slow-moving experiment in how much of a writer's workflow can be automated without losing the voice. It writes, fact-checks, and refreshes; I edit, decide, and publish.