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Spektr – Ask plain English questions about any CSV, get charts

https://github.com/spektr-org/spektr
1•thepocketledger•2h ago
I built Spektr because I needed analytics across different datasets (finance, Jira exports, project tracking) without sending data to the cloud. It's a Go-based analytics engine with a CLI. Point it at any CSV, ask questions in English, get charts and tables back. The AI (Gemini) only sees your column names and schema — never your actual data. Try it: spektr --file your-data.csv --query "show totals by category" What it does under the hood: auto-detects your schema (dimensions vs measures), translates your question to a structured query via Gemini, runs all computation locally, returns charts/tables/text summaries. Zero-copy RecordView interface means it works with any data shape without materializing intermediate objects. Works as a Go library, CLI binary, or WASM/npm module.

Built in Go. MIT licensed. Happy to answer questions about the architecture.

Going Back to the Newspaper Model

https://notes.druchan.com/going-back-to-newspaper-model
2•druchan89•2m ago•0 comments

Poor Man's Polaroid

https://boxart.lt/blog/poor_mans_polaroid
1•ZacnyLos•2m ago•0 comments

Show HN: BitFun – An Agentic Development Environment (Rust and TypeScript)

https://github.com/GCWing/BitFun
1•clearme•3m ago•0 comments

Nvidia PersonaPlex 7B on Apple Silicon: Full-Duplex Speech-to-Speech in Swift

https://blog.ivan.digital/nvidia-personaplex-7b-on-apple-silicon-full-duplex-speech-to-speech-in-...
1•ipotapov•3m ago•0 comments

Microsoft Live Homepage has the same hero appearing twice

https://www.live.com
2•nikkwong•6m ago•1 comments

Show HN: Deploy OpenClaw in 1 minute and run Multiple agents

https://squadofagents.com/
1•jacobsyc•7m ago•0 comments

Phi-4-reasoning-vision and the lessons of training a multimodal reasoning model

https://www.microsoft.com/en-us/research/blog/phi-4-reasoning-vision-and-the-lessons-of-training-...
1•tosh•10m ago•0 comments

AI model trained on 9.3T base pairs can now design novel genes

https://www.dongascience.com/en/news/76660
1•benewton•11m ago•0 comments

Phi-4-reasoning-vision-15B

https://huggingface.co/microsoft/Phi-4-reasoning-vision-15B
1•tosh•12m ago•0 comments

The Complicators, the Drama Aggregators, and the Avoiders

https://randsinrepose.com/archives/the-complicators-the-drama-aggregators-and-the-avoiders/
1•kiyanwang•17m ago•0 comments

NIS-2 is not a bureaucratic monster (German)

https://background.tagesspiegel.de/digitalisierung-und-ki/briefing/nis-2-ist-kein-buerokratiemonster
1•doener•20m ago•0 comments

Building PDR AI – Open-source startup accelerator engine

https://github.com/Deodat-Lawson/PDR_AI_v2
2•DaggerDreaming•20m ago•1 comments

Android: A new era for choice and openness

https://android-developers.googleblog.com/2026/03/a-new-era-for-choice-and-openness.html
1•samename•22m ago•0 comments

The Markless Document Markup Standard

https://shirakumo.org/docs/markless/
1•birdculture•22m ago•0 comments

Jails for NetBSD – Kernel Enforced Isolation and Native Resource Control

https://netbsd-jails.petermann-digital.de/
1•vermaden•23m ago•1 comments

Compress PDF

https://www.pdffixnow.com/compress-pdf
2•instahotstar•24m ago•2 comments

PageIndex: Vectorless, Reasoning-Based RAG

https://github.com/VectifyAI/PageIndex
1•anujbans•28m ago•0 comments

AI Agent Broke Its Promise. Now What?

https://www.armalo.ai/blog/ai-agents-breaking-commitments-accountability
1•ArmaloAI•31m ago•0 comments

Ghinst – Install from GitHub release section to –/.local/bin

https://github.com/tebeka/ghinst
1•tebeka•32m ago•0 comments

Restoring ReBoot from the Original Master D1 Tapes [video]

https://www.youtube.com/watch?v=GlkJFOw-99U
1•SteveHawk27•32m ago•0 comments

Show HN: The Playwright GitHub Repositories Worth Studying

https://testdino.com/blog/playwright-github-repositories/
1•tanmay001•39m ago•1 comments

Teaching Coding Agents to Drive Cmux

https://www.bounds.dev/posts/teaching-claude-code-to-drive-cmux/
1•earthlinks•40m ago•1 comments

The cognitive cost of easy answers, a lesson from RL

https://safeenough.substack.com/p/exploration-exploitation-and-thinking
3•psychedare•40m ago•3 comments

Washington Post – In the Long Run, Wars Make Us Safer and Richer (2014)

https://www.washingtonpost.com/opinions/in-the-long-run-wars-make-us-safer-and-richer/2014/04/25/...
1•N_Lens•41m ago•1 comments

The Self-Help Trap: What 20 Years of "Optimizing" Has Taught Me

https://tim.blog/2026/03/04/the-self-help-trap/
11•bonefishgrill•47m ago•0 comments

Improving Django Admin UI with Django-unfold

https://unfoldadmin.com/
2•madatbay•51m ago•1 comments

A GB300 thread that running vLLM and SGlang on it

https://twitter.com/xu_paco/status/2029433226234868178
1•pacoxu2025•52m ago•0 comments

Show HN: Your AI Slop Bores Me

https://www.youraislopbores.me/
3•mikidoodle•53m ago•1 comments

Gogcli – Google in Your Terminal

https://github.com/steipete/gogcli
2•nstj•58m ago•0 comments

Show HN: Nemilia – multi-agent AI workspace in a single HTML file, no back end

https://github.com/luislopez1212/Nemilia
2•Nemilia•1h ago•0 comments