
Sambodh IAS
Find. Fix. Finish
What it does
Sambodh IAS is an AI-native prep platform for India's UPSC CSE (acceptance rate ~0.1%). It remembers your mistakes, adapts to your progress, and tests what you actually need next. Source-cited MCQs + Mains Subjective Questions (book, chapter, page — no hallucinations). NewsPulse: daily current affairs from The Hindu, Indian Express & Mint, auto-mapped to the UPSC syllabus with Prelims + Mains angles. - skip three newspapers? keep the signal Question Bank : PYQs and other modules
Does the same job
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The app store for voice native apps that lives in your notch
Work · 28d ago · voiceos.com


Mac-native app for screenshots, recordings and collaboration
Work · 5d ago · cleanshot.com
Launched alongside, May 2026
the whole month →

Parallel agents, diff reviewer, and multi-model comparisons
Dev tools · May 2026 · kilo.ai


- NW
Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…
Life & fun · May 2026 · github.com
- FM
Dev tools · May 2026 · github.com