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Show HN: DeepTable – an API that converts messy Excel files into structured data

https://docs.deeptable.com/
3•francisrafal•1h ago
We tried to build an Excel error checker. To achieve that, we needed to actually understand the semantic structure of a spreadsheet first. So we built that, and it turned out to be the harder, more general problem.

The core issue: most real-world spreadsheets aren't relational tables. Merged cells, multi-level headers, multiple tables per sheet, totals mixed in with data. You can't just dump them to CSV and call it done. LLMs handle the easy cases but fall apart on complex workbooks at scale.

Our approach uses an agent-guided compilation pipeline that produces SQL-ready relational tables with full cell-level provenance. This demo visualizes what we do: https://storage.googleapis.com/deeptable-public/deeptable_an...

We have a handful of early customers but honestly don't know yet whether this is a real market or a niche problem. We're posting this to hear from people who've dealt with arbitrary spreadsheet ingestion. Whether you solved it, gave up, or are still living with the pain.

If you want to try it on your own files, email me (see my profile for my email) and I'll give you API access.

Italy delays coal phase-out by over a decade

https://beyondfossilfuels.org/2026/03/30/italy-delays-coal-phase-out-to-2038/
1•thm•1m ago•0 comments

NocoBase sandbox escape to root RCE via console object prototype chain

https://anonhaven.com/en/news/ocobase-sandbox-escape-rce-cve-2026-34156/
1•anonhaven•2m ago•0 comments

Raspberry Pi profit surges as AI boom lifts demand

https://www.ft.com/content/5c167591-80bb-4290-ae66-7d04112cbd1c
3•constantinum•4m ago•0 comments

Building More Resilient Local-First Software with ATProto

https://jakelazaroff.com/words/building-more-resilient-local-first-software-with-atproto/
1•kurinikku•4m ago•0 comments

Estimating ISS speed from images using OpenCV (~2–3% error)

https://github.com/BabbaWaagen/AstroPi
1•BabbaWaagen•4m ago•0 comments

Krazam – Offsite Karaoke [video]

https://www.youtube.com/watch?v=s-x_bXO7nzA
1•tart-lemonade•6m ago•0 comments

Strengthening GitLab.com security: Mandatory multi-factor authentication

https://about.gitlab.com/blog/strengthening-gitlab-com-security-mandatory-multi-factor-authentica...
1•tcfhgj•6m ago•0 comments

Nesion – a KV-Cache eviction engine

https://nesion.net
1•CarlosCosta_•7m ago•0 comments

Conductor raises $22M Series A

https://www.conductor.build/blog/series-a
1•Charlieholtz•7m ago•0 comments

Spacecraft Heat Shields Could Violently "Burst" in Alien Atmospheres

https://www.universetoday.com/articles/spacecraft-heat-shields-could-violently-burst-when-plungin...
1•gostsamo•8m ago•0 comments

Show HN: SkillForge – Turn code and docs into instructions AI agents can follow

https://github.com/armelhbobdad/bmad-module-skill-forge
1•tigoo•9m ago•0 comments

Fine Tuning Services Benchmark

https://vintagedata.org/blog/posts/fine-tuning-as-service
2•ydetrois•10m ago•1 comments

AI native Slack/teams: Turning conversations to context

https://venturebeat.com/data/imagine-if-your-teams-or-slack-messages-automatically-turned-into-se...
1•tango12•10m ago•0 comments

Show HN: I Made an Android App to Bridge Google Health Connect to Webhook

https://github.com/mcnaveen/health-connect-webhook/
1•mcnx097•10m ago•1 comments

A Couple Million Lines of Haskell: Production Engineering at Mercury

https://blog.haskell.org/a-couple-million-lines-of-haskell/
1•constantinum•11m ago•0 comments

Using LLMs to amplify human labeling and improve Dash search relevance

https://dropbox.tech/machine-learning/llm-human-labeling-improving-search-relevance-dropbox-dash
1•softwaredoug•11m ago•0 comments

Claude Code Internals: An AI-Assisted Analysis of the Leaked Source

https://victorantos.com/posts/i-pointed-claude-at-its-own-leaked-source-heres-what-it-found/
1•victorbuilds•12m ago•0 comments

Show HN: Margo – Find the font your brain reads fastest

https://margo.fyi/
1•theseidel•13m ago•0 comments

Global Ban on Digital Duties Expires After Stalled Talks at WTO Meeting

https://www.nytimes.com/2026/03/31/business/economy/digital-tax-world-trade-organization.html
1•donohoe•14m ago•0 comments

Show HN: TraceHouse – ClickHouse Monitoring

https://dmkskd.github.io/tracehouse/
1•xxdd2ea•14m ago•0 comments

Some of the most popular graduate degrees don't pay off financially, study finds

https://www.washingtonpost.com/education/2026/03/31/graduate-degree-earnings-study/
2•dberhane•15m ago•1 comments

Show HN: Agent Wellbeing Kit – boundary protection for humans running AI agents

https://github.com/joozio/agent-wellbeing-kit
1•joozio•15m ago•0 comments

The Download: AI health tools and The Pentagon's Anthropic culture war

https://www.technologyreview.com/2026/03/31/1134934/the-download-testing-ai-health-tools-pentagon...
1•joozio•15m ago•0 comments

Ask HN: How do you handle strict rate-limiting on stateless edge workers?

1•rwasimsk•15m ago•1 comments

Explore data across 903 variables about sex, kink, personality and relationships

https://bigkinksurvey.com
1•embedding-shape•15m ago•0 comments

Devil in the grooves: The case against forensic firearms analysis (2023)

https://radleybalko.substack.com/p/devil-in-the-grooves-the-case-against
1•hn_acker•15m ago•0 comments

'Euro-Office': OnlyOffice accuses of license violations

https://www.heise.de/en/news/Euro-Office-OnlyOffice-accuses-of-license-violations-11241334.html
2•76rp•16m ago•0 comments

Autodebug: Telemetry-Driven Inference Optimization Loop

https://graphsignal.com/blog/autodebug-telemetry-driven-inference-optimization-loop/
1•npgraph•16m ago•0 comments

The Spectacle of War and the Struggle to Protest

https://www.newyorker.com/news/fault-lines/the-spectacle-of-war-and-the-struggle-to-protest
1•petethomas•17m ago•0 comments

Claude Code Spinner Verbs

https://github.com/chatgptprojects/claude-code/blob/642c7f944bbe5f7e57c05d756ab7fa7c9c5035cc/src/...
1•oelmgren•19m ago•0 comments