Hiring
GenAI / RAG production issue debugging
Project evidence involving Python, FastAPI, PostgreSQL. First observed 5 Sept 2026; the response opens on upwork.com.
- Budget
- $15 fixed-price
- Work format
- Project
- Role family
- Software specialist
- Seniority
- Level not stated
- Observed
- 5 Sept 202612 days old
- Response destination
- upwork.com
What this signal says
The observed opportunity titled “GenAI / RAG production issue debugging” 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 Python, FastAPI, PostgreSQL, Redis, Docker, AWS, RAG, Monitoring and alerting, Performance, reliability and troubleshooting. 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
The current format label is Project, meaning a defined delivery outcome rather than an open-ended employment relationship. Leadiy uses this shared taxonomy so technology hubs can show whether demand arrives as delivery work, capacity, procurement or employment. Classification does not resolve contract law, worker status or platform terms, and it should not be read as an endorsement of eligibility. A timing signal is present as “Open; no date published,” but the source should be checked before treating it as a live deadline.
Reading the budget
The financial signal is “$15 fixed-price,” exactly at the level available in the normalized record. No midpoint is invented and no missing value is estimated. This restraint is important when similar technology work can be sold as fixed delivery, hourly capacity, a retainer or employment. The number is useful for triage only after its unit and scope are understood. The application destination should be used to verify what the amount includes, whether it is negotiable, and whether platform or payment conditions change the supplier’s effective return.
Demand context from Hiring Pulse
In the current 30-day Hiring Pulse, Python appears in 338 of 1254 observed opportunities (27%). Counts are multi-label, so one opportunity may contribute to several technology buckets. The comparison is dated through 2026-09-18 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
Timing here is explicit: observed by Leadiy on 5 Sept 2026, 10:32 UTC, 12 days old at the current request, then admitted to the public catalog after 44.62 hours. The system never recomputes a shorter delay because a page is requested frequently. This is an evidence timestamp, not a promise that the source remains open, and not a reconstruction of when the buyer first posted. Visitors who need the freshest matched records use the authenticated product; the public page is intentionally the later, indexable edition.
What looks similar
To build a useful neighbourhood around this record, Leadiy compares normalized technology IDs and favours the strongest overlap among pages that have already cleared the public delay. The current result is: "AI Full-Stack Developer for RAG-Based AI Assistant Platform", "AI Engineer — production agents, RAG and observability", "Senior AI Full Stack Engineer — enterprise agents and workflow automation" This method makes relationships inspectable and avoids copying descriptive text from the source. Similarity means shared technical vocabulary, nothing more. It does not assert shared ownership, equal scope, equivalent seniority or an identical application process, and it can evolve as later records become publicly eligible.
Where the response goes
The response button on this page opens Upwork at upwork.com. It leaves Leadiy and goes to the original opportunity URL; Leadiy is not the application destination and does not relay a response from this public page. The source may require its own account, profile, proposal form, geographic eligibility or platform terms. Check the destination address before entering information, and use the source’s current instructions rather than any summary here. This disclosure is intentionally repeated beside the button so the action is clear before a visitor clicks.
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.
The same opportunities, one day earlier.
See the $39 / 30-day plan →Your response leaves Leadiy.
The button opens upwork.com. That third-party page controls login, eligibility, proposal fields, privacy and the current status of the opportunity.