Open-source coding just beat closed APIs locally.
Qwen 2.5 Coder 32B running on consumer GPUs hits 72 tokens/sec with speculative decoding, rivaling GPT-4o on coding evaluations.
Full data privacy without cloud subscription costs.
#OpenSource#DevTools
Is Devin ready for production teams?
Tool review: Devin 2.0
Does: End-to-end autonomous software development. For: Engineering leaders and solo founders.
Strength: Solves multi-file GitHub issues.
Weakness: High compute cost per PR.
Price: Custom enterprise.
#AI#DevTools
Claude has started its Startup Program to support startups grow using them. It is an invite basis for which you can apply on their website: https://t.co/E2x4g4epx3
There are benefits involved such as - you get to use claude team for 1 year for free, $1k Claude Credits, upto $45k offers from partners and others.
Grant alert: Long-Term Future Fund.
Awards non-dilutive funding ($10k to $100k) for independent researchers evaluating frontier foundation models and agent security.
Open to candidates worldwide.
Apply: https://t.co/96lz9SWk7I
#AISafety#ResearchGrants
Meta's $0.10 token price is wiping out wrappers.
With Muse Spark 1.3 delivering near-frontier reasoning at commodity prices, generic prompt wrappers have zero moat.
Value has shifted permanently to proprietary workflow integrations.
#MetaAI#OpenSource
Turn consulting knowledge into products.
Stop trading hours. Package your frameworks and templates into high-margin digital manuals and toolkits.
I built AppyGuru Book Studio ($97) to automate this pipeline: https://t.co/KupUjnKjEL
#PassiveIncome#AI
Ninth Circuit limits DMCA claims on AI code.
The appeals court held that emitting code without author attribution does not violate DMCA Section 1202: https://t.co/kYAr3k2rNA
Avoids $2,500 statutory penalties, though core copyright claims continue.
#Copyright#Software
Web agents that never break on CSS.
Tool review: Stagehand
Does: Natural language browser automation by Browserbase.
For: Data engineers and scrapers.
Strength: Visual grounding adapts to redesigns. Weakness: High token usage.
Price: Free / Open Source.
#DevTools #WebScraping
German court claims global AI jurisdiction.
Munich District Court held that unlicensed training infringes EU copyright if the model is commercialized in Europe: https://t.co/nXtmOB2mLr
Scraping on US servers no longer shields tech labs.
#Copyright#AILaw
Test-time compute renders prompt hacks obsolete.
You do not need 5 pages of prompt tricks to prevent hallucinations. Modern reasoning models use internal verification loops to check logic before emitting tokens.
Budget reasoning compute, not prompt syntax.
#AI#DevTips
Publish high-ticket playbooks with structured AI.
Stop writing manually. Outline frameworks, synthesize verified research, and package your expertise into digital manuals.
Get the complete Book Publishing Pipeline blueprint ($67): https://t.co/A4NQwiGDPZ
#CreatorEconomy#AI
EU AI Act enforcement leaves zero room for error.
High-Risk AI tools face mandatory pre-market conformity audits, event logging, and human oversight: https://t.co/3GZzoYWmUr
Penalties reach up to 35M euros or 7% of global turnover.
#EUAIAct#Compliance
@listelia Interested. I can help you create your own app, website, AI agent, Bot army, Bot employees, published book, published music track / song or whatever you want to build end to end including security patches and everything.
Developer migrations to Sonnet 5.5 surge.
At $3/$15 per million tokens, Sonnet 5.5 delivers near-Opus reasoning while prompt caching reduces static repo reads by 75%.
Teams running autonomous coding agents are saving thousands weekly.
#Claude#SoftwareEngineering
Close $4,000 AI retainers without code.
Firms fear leaks from employee chatbots. Auditing data pipelines and deploying compliant gateways commands high fees.
I share my client playbooks in 1:1 sessions: https://t.co/1JRLyQcYpA
#Consulting#AI
A personal AI second brain.
Tool review: Supermemory
Does: Knowledge engine for bookmarks, notes, and chats.
For: Researchers and builders.
Strength: Fast search across tabs.
Weakness: Needs browser sync.
Price: Free / Pro tier.
#Productivity#AI
Mixture-of-Depths is changing transformers.
Instead of forcing every easy token through 60 deep layers, MoD routes compute dynamically. Trivial tokens skip layers, while hard logic gets deep attention.
Cuts inference compute by 50% with zero loss.
#MachineLearning#AI
Historic AI copyright ruling finalized.
The 3rd Circuit affirmed that training AI on Westlaw data without permission is not fair use because the tool competes directly in the legal market: https://t.co/Oqm8awgAog
Commercial substitutes cannot claim fair use.
#AILaw#Copyright
Land AI clients on LinkedIn without spam.
Publish detailed architecture teardowns and regulatory breakdowns. Show how you solve expensive enterprise problems.
Upgrade your reach with my Job-Ready India Pack ($29): https://t.co/5P2ci0Wnkx
#LinkedIn#B2B