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AI Engineer & Automation Developer — LLM agents and flow optimization

Hiring evidence involving React, Next.js, Node.js. First observed 4 Sept 2026; the response opens on upwork.com.

Technology
ReactNext.jsNode.jsPythonFastAPIPostgreSQL+8 more in the evidence
Budget
$500 fixed-price
Work format
Hiring
Role family
AI / ML engineer
Observed
4 Sept 202611 days old
Response destination
upwork.com

Source job details

Structured facts are published only when supplied by the source; missing values are never invented.

Hiring organization
Undisclosed US client
Source reference
OPP-20260904-609
Location evidence
Union, United States / ET
Employment type
contractor
Required skills
Python, Claude API, OpenAI API, AI agents, RAG, FastAPI, React, Next.js, Node.js, PostgreSQL, vector databases, AWS/Azure, Docker
Expected duration
Ongoing; long-term partner requested; contract-to-hire flag

What this signal says

The observed opportunity titled “AI Engineer & Automation Developer — LLM agents and flow optimization” enters this catalog as a market signal with a traceable source. Leadiy does not republish the original description. Instead, it separates a few decision-grade facts from the private operating record and adds context from the same demand dataset. That boundary matters: the public edition can help a developer or agency assess relevance, while the source remains responsible for complete requirements, eligibility, current status and the actual response flow. Any fact not shown here should be checked at that destination.

How the technology was normalized

For comparison across sources, Leadiy maps the visible stack to React, Next.js, Node.js, Python, FastAPI, PostgreSQL, Docker, AWS, OpenAI API, RAG, AI agents and agentic workflows, Next.js + Supabase/PostgreSQL, Next.js + Node.js/NestJS, React/Next.js + FastAPI. Source marketplaces often mix frameworks, platforms, infrastructure and delivery language in one line, so a literal string would fragment the market view. The controlled catalog keeps stable concepts together while retaining the original stack as a concise fact below. Detection is multi-label: several technologies may be valid at once, and a stack combination is admitted only when its required components appear. Buyers and suppliers should still use the source page to confirm versions, depth and mandatory versus optional skills.

Commercial format

Leadiy reads the buying motion as Hiring. This matters because the response shape for a deliverable, contractor seat, formal proposal and employment application is not interchangeable. The category is a classifier output rather than a legal characterization, and the original post wins if its terms change. The available duration wording is “Ongoing; long-term partner requested; contract-to-hire flag.” Work-location context is recorded as “Worldwide remote; agency eligibility not stated.”

Reading the budget

Budget evidence for this opportunity is limited to “$500 fixed-price.” The catalog does not normalize unlike units or turn a marketplace headline into a guaranteed contract value. A visible figure can describe a cap, an estimate, a salary, a rate or only one phase of delivery. For that reason the page keeps the source wording beside the engagement format instead of producing a synthetic market price. The practical check is to confirm scope, unit, currency, fee treatment, milestone structure and whether the amount is still current on the original listing.

Demand context from Hiring Pulse

In the current 30-day Hiring Pulse, React appears in 333 of 1254 observed opportunities (26.6%). Counts are multi-label, so one opportunity may contribute to several technology buckets. The comparison is dated through 2026-09-16 and describes Leadiy’s observed sample, not the whole software market. It helps answer whether this record sits beside other visible signals, but it does not prove future demand, market share or buyer intent. The individual page and the aggregate Pulse use the same public-safe vacancy and project scope, while direct leads and personal data remain excluded from both.

Observation and publication timing

The first-observed timestamp is 4 Sept 2026, 07:33 UTC, which makes this record 11 days old when this page is rendered. Public release waited 36.20 hours, selected deterministically between 24 and 48 hours from the record identifier. That rule survives process restarts and does not drift with each request. It also separates two clocks that are easy to confuse: the source may have published earlier, whereas Leadiy records when its own system first saw the opportunity. Paid access is to the earlier matched feed, not to a claim about the source’s original posting time.

What looks similar

Similarity is based on shared normalized technology tags and then recency, not on company identity or copied source prose. "AI Full-Stack Developer for RAG-Based AI Assistant Platform", "AI Full-Stack Developer — RAG-based assistant platform", "AI-powered SaaS full-stack development" These neighbours are useful for comparing delivery shape, budget visibility and technology overlap. They are not duplicates and they do not imply that the same buyer, scope or qualification rules apply. When no suitable public neighbour exists, the page says so instead of padding the section with unrelated links. New public records can change this comparison set after their own delay and quality checks pass.

Where the response goes

This page’s action route is explicit: it opens Upwork on upwork.com. Leadiy provides context and provenance, not an application proxy. A click can therefore lead to a third-party login or proposal workflow governed by that service’s own privacy, eligibility and payment rules. The public catalog never replaces those instructions and never publishes a hidden email address as an alternate route. Review the destination hostname, confirm that the opportunity is still active, and respond only through a path you trust.

Public evidence versus earlier access

The commercial distinction is one sentence: the same opportunities, one day earlier. The paid workspace is for acting on newly matched signals with private workflow tools; this public edition is for later discovery, citation and market context. Paying does not improve the source’s terms or guarantee a response. It changes when the Leadiy record becomes available and adds the operating context needed to triage it. That boundary keeps the open catalog genuinely useful while preserving a simple reason to subscribe without hiding where the original response must be submitted.

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