AI-related job postings at banks such as JPMorgan Chase, Citigroup and Capital One rose 49% this year to 139,819, according to Draup. Most of the growth is in staff who connect teams of AI agents to business lines and staff who keep those agents in check.
Perspective Coverage
3 publishers
- Builder
- Builder 25%
- Operator
- Operator 43%
- Investor
- Investor 32%
Reality
- Evidence40
- Adoption30
- Hype gap+35
- Incentives60
- Confidence45
A dev.to walkthrough of RAG knowledge injection ships a four-regex document sanitizer as its first line of defense. Its own sample attack chunk matches none of the four, which leaves provenance filtering to carry the boundary.
Reality
- Evidence57
- Adoption
- Insufficient
- Hype gap+42
- Incentives28
- Confidence63
The paper reports up to 30% factuality gains over prior baselines with no fine-tuning, though its own introduction concedes that RAG with Google search had already cleared those baselines by more than ten points.
Reality
- Evidence28
- Adoption
- Insufficient
- Hype gap+34
- Incentives68
- Confidence44
Salesforce's Agentforce team argues that a correctly cited answer can still be wrong because the deciding fact lives in another system. That locates the fix in the graph schema itself; resizing chunks won't touch it.
Reality
- Evidence44
- Adoption
- Insufficient
- Hype gap+12
- Incentives72
- Confidence58
The author of Doco argues that browse, search, cite and safe-edit operations over a maintained corpus do most of the work teams expect from embeddings, and that the pipeline adds a copy which drifts from the source.
Reality
- Evidence40
- Adoption
- Insufficient
- Hype gap+12
- Incentives68
- Confidence52
Practitioners on the Forbes Technology Council put billing and coding at the top of both the payback list and the risk list, and most of their prescriptions land on retrieval and retention rather than on a human reviewer.
Reality
- Evidence22
- Adoption
- Insufficient
- Hype gap+14
- Incentives74
- Confidence41
A dev.to design note inserts code gates and a human approval between the model and the tool, which is the right shape, though a policy layer that reads a severity field the model itself wrote has not moved the authority anywhere.
Reality
- Evidence30
- Adoption
- Insufficient
- Hype gap+22
- Incentives20
- Confidence45
A generator writes with equal confidence whether its context is right or wrong, so the only readout that separates the layers is a labelled eval set you own, scored on the retrieval side before an answer exists.
Reality
- Evidence42
- Adoption
- Insufficient
- Hype gap+18
- Incentives32
- Confidence55
The list reads like an engineering syllabus because it was built from engineering postings. What the critics add is the part that only surfaces after launch.
Reality
- Evidence38
- Adoption
- Insufficient
- Hype gap+22
- Incentives62
- Confidence44
A devops.com piece sets three tests for AI incident tools: causal reasoning, current dependency data, and a willingness to say it is not sure. The training corpus is your own postmortems.
Reality
- Evidence26
- Adoption
- Insufficient
- Hype gap+12
- Incentives32
- Confidence38
A builder of voice intake systems argues the model is the least interesting part of a knowledge base, and that the first deliverable is a list saying which document governs each topic.
Reality
- Evidence27
- Adoption18
- Hype gap−9
- Incentives62
- Confidence41
A copilot that stores the source cards behind each answer has quietly built a read path its search guards never see. One developer's fix re-checks entitlements in the service at replay time.
Reality
- Evidence45
- Adoption12
- Hype gap+8
- Incentives25
- Confidence52
A Claude Code skill that Anthropic staff reportedly use internally emits a single standalone HTML explainer built from big pictures and few words. The constraint is the product, and also the ceiling.
Reality
- Evidence56
- Adoption24
- Hype gap+24
- Incentives44
- Confidence48
LinkedIn's new report button collects human quality judgements at scale. Detectors and watermarks answer only who wrote a page, which leaves retrieval pipelines to score corroboration themselves.
Reality
- Evidence42
- Adoption55
- Hype gap+8
- Incentives58
- Confidence44
A developer's LangGraph experiment broke on stale state and a prompt that told one agent to please another. Both fixes are engineering controls, and both cost something.
Reality
- Evidence26
- Adoption9
- Hype gap+22
- Incentives34
- Confidence41
A worked example from a dev.to post shows a fixed-size split severing "unless defective" from a refund rule. Retrieval still ranks the mutilated chunk first, and no component reports a fault.
Reality
- Evidence32
- Adoption
- Insufficient
- Hype gap+18
- Incentives
- Insufficient
- Confidence44
A consultant baked a shipping policy into a 7B model's weights in January. The policy changed in March. The first thing to notice was a customer holding a refund window that no longer existed.
Reality
- Evidence26
- Adoption
- Insufficient
- Hype gap+18
- Incentives62
- Confidence44
Google Cloud's OKF, published 12 June 2026, stores concepts as markdown files addressed by path. The claim worth testing: chunking a definition you already agreed on throws away its dependencies.
Reality
- Evidence32
- Adoption18
- Hype gap+34
- Incentives58
- Confidence40
An account published by devops.com describes a support bot that fabricated a refund policy in 1.2 seconds while every SRE metric stayed green. The fix is evaluation before release, in CI and on live traffic.
Reality
- Evidence24
- Adoption
- Insufficient
- Hype gap+28
- Incentives46
- Confidence33
Fractl's generative engine optimization research spans 8,090 keywords, 25 verticals and 22,410 domains. The claim underneath it: rank position is not a proxy for whether a model cites you.
Reality
- Evidence28
- Adoption
- Insufficient
- Hype gap+32
- Incentives82
- Confidence26