Brij PandeyGoogle just dropped a 1-hour course on agentic engineering from scratch…





Your agent searches the web and reads any page for $0. When the free call comes back empty or blocked, treg tries the next vendor, so your agent still gets pages, sites, social posts, store listings and reviews, all through one API. Open source, no plan.
Your agent asks for a job, not a vendor. treg tries the vendors behind that job in order of hit rate, price and speed, and stops at the first real answer. A vendor that bills per success costs nothing when it misses.
Stripe
AirPods Pro 3
"Let's put the meme aside…"Every routed call says who answered, who was tried first and what each one cost.
// treg call treg.web.extract --data '{"url":"crunchbase.com/organization/stripe"}' "_treg": { "served_by": "anyapi.web.scrape", "tried": [ { "provider": "tinyfish", "outcome": "miss", "charged_micro": 0 }, { "provider": "crawl4ai", "outcome": "error", "status": 403, "charged_micro": 0 }, { "provider": "anyapi", "outcome": "hit", "charged_micro": 700 } ], "charged_micro": 700 }
Options ride as headers, never in the body, so the call stays the vendor's own request.
X-Treg-Route-Prefer | Try a vendor first, like free TinyFish. |
X-Treg-Route-Exclude | Skip a vendor that gave you bad answers. |
X-Treg-Route-Max-Cost | Cap one call. Without it, a miss can walk up to $1 of vendors. |
X-Treg-Route-Waterfall | Set to 0 to stop at the first miss. |
Platform data comes back as fields, not a page of HTML: fewer tokens for your agent, and nothing to fix when the site is redesigned.
Brij PandeyGoogle just dropped a 1-hour course on agentic engineering from scratch…

StripeWe're welcoming Parafin to Stripe. Together, we'll expand revenue opportunities for platforms…

Qwen released QwenGyre, an RL framework for training AI agents on extremely long, complex tasks





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