Spotify Shunt cuts Claude Code bulk-read tokens. Check the whole bill
Spotify Shunt routes large Claude Code reads through a smaller model. Its 90% result concerns bulk-read tokens, not a guaranteed reduction in your entire coding bill.

What’s new. What matters. What do you think?
Spotify Shunt routes large Claude Code reads through a smaller model. Its 90% result concerns bulk-read tokens, not a guaranteed reduction in your entire coding bill.
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Open the full discussionClaude formalized Fermat's Last Theorem in Lean using an existing proof. The result raises a practical question: what exactly was checked, and what remains human work?
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Loading comments…
Claude Fable 5.1 cuts cache-read pricing to $0.25 per million tokens, but three API changes can break tool use, model fallbacks, and edited agent history.
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Loading comments…
A hands-on ChatGPT Ads case study using a $25 daily budget in Morocco, with 91 clicks, a custom-audience limit, Pixel setup, and an unfinished conversion layer.
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Loading comments…
Cursor self-hosted machines keep tool execution, code, build output, and secrets on internal workers. The worker pool becomes the security boundary.
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Loading comments…
Runway Solaris generates interfaces frame by frame instead of turning designs into code. Early access leaves accessibility, state, security, and cost open.
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Loading comments…
Cohere Labs mapped 696,291 public tools across 123,069 MCP listings. Only 2.6% met its strict test for full occupational-task execution.
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Loading comments…
GPT-6 Astra costs $10 per million input tokens and $50 per million output. Requests above 272K input tokens reprice the full request.
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Loading comments…
NVIDIA agreed to a $12.9 billion Hugging Face deal that has not closed. Here is the SEC-backed price, timetable, regulatory risk, and neutrality test.
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Loading comments…
New York City schools are pausing student-facing generative AI in grades 2K-8 and limiting high school use to approved programs with required literacy modules.
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Loading comments…
t54 says its trust layer can screen agent payments for fractions of a cent. The valuable pattern is deterministic authorization before money moves.
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Loading comments…
AI video pricing mixes credits, seconds, resolution, audio, and plan allowances. This comparison normalizes the published meters without inventing equivalence.
By Abdessalam Alaoui
Sign in to comment or vote. Sign in
Loading comments…

Loading comments…