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Asking Astra to decipher the Indus script: 891M tokens later

https://chinmay.ai/blog/asking-astra-to-decipher-the-indus-script/
1•chinmaymk•45m ago

Comments

chinmaymk•45m ago
I recently tried to use GPT Astra and Anthropic models to see if they decipher the indus valley script, long story short - they didn't. I burned ~891M tokens on this across 3 weeks and several resets. The entire exploration is captured in a github repository with research log wrt directions and experiments conducted.

Some background on Indus valley script: The Indus script is the undeciphered system of signs left by the Indus Valley, or Harappan, civilization, which flourished in ancient Indian sub continent. Its signs were widely used around 2600–1900 BCE, including at Harappa and Mohenjo-daro.

There's a $1M award for decipherment. https://www.cnn.com/2025/02/28/asia/indus-valley-script-indi...

Martian Moons eXploration launching today to land on Phobos and return samples

https://nextspaceflight.com/launches/details/4361/
1•ck2•30s ago•0 comments

MagicRoute beta, routing without physical routers

https://tailscale.com/blog/magicroute-beta
1•garo-pro•1m ago•0 comments

A meeting tool where your data isn't the product

https://superwhisper.com/blog/meetings
1•bpjzy•3m ago•0 comments

Towers of Babble

https://franklantz.substack.com/p/towers-of-babble
1•colinprince•4m ago•0 comments

We Tried Speaking to Dolphins [video]

https://www.youtube.com/watch?v=W6ZffgqeQGU
1•sudofail•4m ago•0 comments

US tech giants warn Europe that ditching US tech giants could cost €115B

https://www.theregister.com/paas-and-iaas/2026/10/14/us-tech-giants-warn-europe-that-ditching-us-...
2•slu•5m ago•0 comments

Designing an MCP server around an existing 600-endpoint API

https://parallellabs.app/api-openapi-mcp-architecture/
1•davidrichards•5m ago•0 comments

Men, Shaping the Future of AI, Doesn't Mean They Know What They're Talking About

https://gizmodo.com/men-are-shaping-the-future-of-ai-that-doesnt-mean-they-know-what-theyre-talki...
1•ohjeez•5m ago•0 comments

Show HN: A better way to use DNS-AID to publish your I agent

https://me360.hanhanwu.com/projects/agent-discovery-comparison
1•Hanhan2024•6m ago•0 comments

Compare AI models to see which censors what.

https://fromhebrew.com/
1•jaekwon•6m ago•1 comments

How Rome First Came to Be Built

http://www.novaroma.org/nr/I._Of_Romulus_and_Remus
2•joebig•7m ago•0 comments

I made a kind of display you've NEVER seen before [video]

https://www.youtube.com/watch?v=Ap-7Is8WZGw
1•tau255•9m ago•0 comments

Introducing Clairic, a new System One class of extraction models

https://blog.cloudflare.com/clairic-extraction-model/
4•shishy•10m ago•0 comments

Financial Media Mentions of "1987 Crash" at Highest Level Since Liberation Day

https://knowtrend.ai/bubble-watch
2•codevs•14m ago•0 comments

RuneScape Client API

https://developer.runescape.com/rs/getting-started.html
1•AndroidKitKat•16m ago•0 comments

Why the fuck are you in my inbox?

https://willhackett.com/en-gb/guest-list/
2•speckx•16m ago•0 comments

Chess Cheaters

https://chesscheaters.com/
2•oyster143•18m ago•0 comments

MuscleMemory: Open-source procedural memory gated on passing tests

https://github.com/TheWariend/MuscleMemory
2•devthewariend•18m ago•0 comments

The Thiel Fellowship's Early Years

https://review.firstround.com/inside-thiel-fellowship/
1•pr337h4m•18m ago•0 comments

If one anti-malware software is good, does that make two better?

https://devblogs.microsoft.com/oldnewthing/20261008-00/?p=112762/
2•ibobev•22m ago•0 comments

One way of thinking about access specifiers in C++/WinRT implementation types

https://devblogs.microsoft.com/oldnewthing/20261009-00/?p=112764/
1•ibobev•22m ago•0 comments

C++ futures part 1: The mental model

https://devblogs.microsoft.com/oldnewthing/20261012-00/?p=112767/
1•ibobev•22m ago•0 comments

New tool lets you simply back up your Android APK before upgrades

https://howtotrainyourrobot.com/new-simple-tool-for-android-app-version-backup-apksafepassage/
1•programmin•23m ago•0 comments

Agents are your newest insiders. Security must move at their speed

https://www.microsoft.com/en-us/security/blog/2026/10/19/agents-are-your-newest-insiders-security...
1•speckx•24m ago•0 comments

Error -80045: Apple broke iCloud sign-in for everyone

https://gregakespret.substack.com/p/apple-broke-icloud-sign-in-for-everyone
2•DeGi•25m ago•1 comments

Building and testing a config management orchestrator for Windows

https://blog.janestreet.com/config-management-orchestrator-for-windows/
1•vzhou842•26m ago•0 comments

Show HN: Quorus – Claude Code and Codex in one room, reviewing each other's work

https://github.com/Quorus-dev/Quorus
2•chasemonkey•27m ago•0 comments

Genera for the Initiated: Inside Symbolics Lisp Machines [video]

https://www.youtube.com/watch?v=W2fGKjFoaOg
1•matt_d•28m ago•0 comments

Running 10 million Codex CLIs on one server – LFI processes

https://kapteko.com/running-10-million-codex-clis-on-one-server-lfi-processes/
1•fessguid•28m ago•0 comments

We built VGI instead of waiting for Arrow Flight 2.0

https://query.farm/blog/why-we-built-vgi-instead-of-waiting-for-arrow-flight-2-0/
1•rustyconover•29m ago•0 comments