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Python/FastAPI + OpenAI + pgvector opportunity signals

Delayed public records with source budgets, dates and response destinations.

Delayed Python/FastAPI + OpenAI + pgvector records

Newest observations first within each group. A published record is not confirmation that an opportunity is still open. Check the original source; date-only deadlines use midnight UTC.

How to read this hub

Source facts, dates and commercial context.

Audit methodology →

What this hub measures

This hub tracks delayed public opportunities normalized to Python/FastAPI + OpenAI + pgvector. It is not a copy of one marketplace search and it is not a claim about the entire software economy. Leadiy brings source records into one controlled technology catalog, waits between 24 and 48 hours, applies a content-quality gate, and only then exposes an indexable evidence page. The hub’s job is to make a recurring technical theme inspectable: which roles or outcomes mention it, which commercial formats appear, whether budget wording is available, when each signal was first observed, and where the original response actually goes.

Catalog definition

Python/FastAPI + OpenAI + pgvector sits in the catalog area for multi-technology delivery combinations. Its controlled matching expression is “Python or FastAPI together with OpenAI API or OpenAI Agents SDK together with pgvector.” Because this is a combination, a record joins the hub only when every requirement group is satisfied; one loose keyword is not enough. This method keeps source vocabulary from fragmenting the index while preserving uncertainty. A tag means the technology is explicitly detectable in public-safe opportunity fields. It does not prove seniority, version, architecture, mandatory scope or equal importance among every tool named in a stack.

Demand context

The current 30-day Hiring Pulse does not expose a separate publishable bucket for this exact normalized stack. That absence is not a zero-demand claim: multi-label classification and the privacy threshold can keep a narrow bucket out of the public table. The aggregate comparison is attached to the latest verified 30-day edition and uses overlapping technology counts. It is therefore possible for one opportunity to appear under several hubs. That is a feature of real stack demand, not double counting inside an exclusive market-share chart. Sparse categories can be suppressed, and a missing exact count should not be rewritten as zero. The hub uses Hiring Pulse to provide dated context beyond a list of links, while the methodology page explains the observation window, minimum bucket size, freshness and other limitations.

Commercial mix

At this moment the delayed Python/FastAPI + OpenAI + pgvector register contains 36 published records. Its visible work-format mix is 8 Project, 14 Contract, 13 Hiring, 1 Other / unclear. 14 records carry a non-empty published budget string. Those values are not summed because fixed prices, hourly rates, salaries and ranges do not share a safe scale. Each record keeps its own budget wording and commercial classifier so a visitor can distinguish project delivery, contract capacity, formal procurement and hiring before opening the source.

Current register

The current record titles are "Senior Full-Stack Developer — AI-Powered SaaS Web Platform MVP", "AI Developer & Automation Expert — agents, RAG, voice, n8n and APIs", "Full-Stack AI Engineer — Hybrid RAG System and Admin Portal", "AI Lead (LLM, R&D & Enterprise AI)", "AI RAG Developer — Production Multi-Document Knowledge Assistant" Titles describe the requested role or outcome, but they are not full requirements. Read each record for its reported stack, engagement format, budget wording and dates. A deadline is shown only when explicitly available; a missing date does not mean a source is accepting responses. Related opportunities can help compare scope, but the original source remains authoritative. Leadiy does not publish private notes, buyer contacts, prepared outreach or raw imported rows. Source job details appear only when supplied as public-safe fields.

Related topics

Related topics in the same catalog area include Next.js + Supabase/PostgreSQL, Next.js + Node.js/NestJS, n8n + OpenAI + CRM/API, Agents SDK + Redis + PostgreSQL, React/Next.js + FastAPI, Drupal Commerce + AI integration. They provide navigation, not keyword substitution. A Python/FastAPI + OpenAI + pgvector record may legitimately belong to several technology hubs when its source-safe fields name several technologies, and a validated combination may sit beside its components. This makes co-occurrence visible without creating dozens of invented micro-pages from arbitrary phrases. The canonical catalog remains the authority for onboarding choices, private matching and public hub routing, so the product does not maintain three competing lists of what a technology means.

The public time fence

Every record in this hub carries two clocks. “First observed” means when Leadiy saw the opportunity, with import time as a fallback; it does not reconstruct the source’s original publication timestamp. “Public since” follows a deterministic delay between 24 and 48 hours, fixed from the record identifier so restarts cannot shorten it. The source can close or change after observation, which is why the response button opens the original destination and why the third-party page remains authoritative. Public indexing supports later discovery; subscribers use the earlier matched feed when lead time matters.

Earlier access

The product boundary can be stated without a feature maze: the same opportunities, one day earlier. The paid workspace adds earlier matching and private operating tools; this hub remains a useful delayed market record without login. Paying does not change buyer eligibility, source terms or the chance of winning work. It changes when the signal enters a user’s workflow. For research, cite the dated Hiring Pulse and methodology. For action, inspect the record, verify the response hostname, and continue only through the source route shown on that page.

The same opportunities, one day earlier.

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