buildOne report1 publisher Platform teams building mostly from scratch are 3.5x more likely to lack a strategy
Survey responses from 379 platform professionals indicate that teams that mostly build from scratch are 3.5x more likely to lack a clear strategy. The report's authors point to ownership: agents cut the effort of writing code, and the work of owning it remains.
Reality
- Evidence50
- Adoption
- Not scored
- Hype gap+20
- Incentives
- Not scored
- Confidence55
buildConfirmed2 publishers EU Cyber Resilience Act rules have required connected-product makers to report exploited flaws through ENISA within 24 hours since 11 September 2026. One incident can also start DORA, NIS2 and GDPR clocks, so runbooks need a triage step that splits into parallel filings.
Reality
- Evidence72
- Adoption
- Not scored
- Hype gap+15
- Incentives60
- Confidence70
Keyorix ships a self-hosted, single-binary secrets manager that imports from Vault
Keyorix SL released an open-source secrets manager that runs as one binary on a company's own servers with no internet connection. Air-gapped and NIS2- or DORA-bound teams get a self-hosted option, described so far mainly by its maker.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+15
- Incentives60
- Confidence35
The Cyber Resilience Act's vulnerability reporting duties are already in force, well before the December 2027 date that governs most of the regulation, and they sit alongside five other disclosure regimes whose clocks start differently.
Perspective Coverage
5 publishers
- Builder
- Builder 36%
- Operator
- Operator 50%
- Investor
- Investor 14%
Reality
- Evidence80
- Adoption
- Not scored
- Hype gap+15
- Incentives55
- Confidence72
buildOne report1 publisher Coding agents have made CI the bottleneck at Anthropic and Linear
Anthropic's CI job volume grew 25x in six months as coding agents raised pipeline load, The New Stack reports. Faster runners and test selection cut the cost of each run, yet repo tests still mock the service seams where distributed systems break.
Reality
- Evidence45
- Adoption60
- Hype gap+20
- Incentives50
- Confidence45
OpenAI's financial-services ChatGPT arrives with market data licensed from the vendors banks already pay, and without a published price the buy-or-keep comparison cannot be run. Its own benchmark still misses about three answers in ten.
Perspective Coverage
3 publishers
- Builder
- Builder 32%
- Operator
- Operator 40%
- Investor
- Investor 28%
Reality
- Evidence55
- Adoption
- Not scored
- Hype gap+35
- Incentives65
- Confidence60
Faster AI-written code pays off only where writing was the bottleneck
Only 31% of technical leaders in a CloudBees survey could tie AI spending to a business result, Sivense founder Illia Smoliienko writes in Forbes. He argues that a team that has not timed where its work waits cannot tell whether the tools sped up the stage holding it back.
Reality
- Evidence35
- Adoption
- Not scored
- Hype gap+10
- Incentives
- Not scored
- Confidence40
buildOne report1 publisher Six in ten AI-agent pull requests in an EASE 2026 study had no recorded review
EASE 2026 researchers found no recorded review on 61.38% of 33,596 AI-agent pull requests, and 84% when bot-only reviews count. Teams that must show who checked a change need merge gates that record human approval, under any branching model.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap+10
- Incentives
- Not scored
- Confidence40
DORA's four-hour notification clock begins the moment a bank calls an incident major
Year two of the EU's operational resilience rules moves the test from documented governance to demonstrated detection. The reporting deadline runs from the entity's own classification decision, and the evidence behind that call is the SOC's.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap+30
- Incentives65
- Confidence50
Flux reads the commit history to answer whether AI coding spend delivered
The company's five new measures are generally available and pull from merged changes, review timing, security findings and cost classification. Every score is set against the organization's own past performance.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+35
- Incentives78
- Confidence45
buildOne report1 publisher Time to first review quadrupled in the activity spike after Flux's customer adopted AI assistants
Flux gave Lets Data Science a three-month before-and-after from one anonymized customer: deployment frequency improved, static-analysis findings rose, and the company was working without developer-level AI usage data for either.
Reality
- Evidence34
- Adoption12
- Hype gap−5
- Incentives74
- Confidence55
A five-question test moves the sovereignty argument onto the permissions layer
A Forbes Tech Council column argues that an institution's control over what its agents may do decides sovereignty, and the European rules it cites were written for cloud vendors.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap+22
- Incentives45
- Confidence50
buildOne report1 publisher cxcap intent audit finds 3 currency-rounding touchpoints, while separate focus on money.py hotspot exposes 42 files in demo repo
CXCAP reads a repository before implementation and reports what an edit can reach. The published numbers come from a synthetic 83-file project its author built, so they transfer where one small helper formats output for every component.
Reality
- Evidence42
- Adoption10
- Hype gap+12
- Incentives82
- Confidence40
buildOne report1 publisher An SRE roadmap hangs its case on a 47% low-performer share from 2018
The post blames engineering discipline for the persistence of DORA's Low cohort and prescribes SRE. Its Phase 0 exit gate is four golden signals in Prometheus for three production services, sourced from Envoy.
Reality
- Evidence22
- Adoption
- Not scored
- Hype gap+38
- Incentives
- Not scored
- Confidence46
buildOne report1 publisher ShadowPEFT reaches PEFT's main branch as an adapter that keeps its own hidden state
ShadowPEFT is in Hugging Face PEFT's main branch as of a September 15th announcement, and it carries its own hidden state and can be detached as a smaller standalone model. Trying it means installing PEFT from source.
Reality
- Evidence58
- Adoption20
- Hype gap+10
- Incentives65
- Confidence57
The new controls compare an agent's runtime behaviour against its authorized scope and can revoke the credentials underneath it. The 57% unmanaged-identity figure behind the pitch is Orchid's own, and neither publisher gives the method.
Reality
- Evidence28
- Adoption14
- Hype gap+38
- Incentives88
- Confidence62
The EU's 24-hour exploitation report binds product manufacturers from September 11
The Cyber Resilience Act does not fully apply until December 11, 2027, yet its Article 14 early warning binds 15 months earlier, starting from the moment a manufacturer is reasonably certain a product is being exploited.
Reality
- Evidence60
- Adoption
- Not scored
- Hype gap+12
- Incentives45
- Confidence58
Anthropic's own playbook moves the software bottleneck into the review queue
The company selling the coding agents now says code may not be the constraint, which means the payoff from those agents lands on platform work, test capacity and approval paths that nobody budgeted for.
Reality
- Evidence38
- Adoption
- Not scored
- Hype gap+22
- Incentives76
- Confidence44
buildOne report1 publisher Seed known-bad diffs into the review queue to find the volume where review stops working
Todd Linnertz borrows mutation testing for code review: plant defects, count the catches, and watch detection sag as AI-generated PRs climb. The arithmetic he offers resolves collapses at 40 canaries a window and nothing subtler.
Reality
- Evidence32
- Adoption5
- Hype gap+8
- Incentives58
- Confidence60
buildOne report1 publisher Little's Law already predicts DX's PR wait-time finding across 500 organizations
DX reports that pull requests sitting open longer go with less shipped per developer, most strongly on the fastest teams. A bounded queue produces that pattern on its own, before anyone writes a line more code.
Reality
- Evidence55
- Adoption
- Not scored
- Hype gap+25
- Incentives60
- Confidence40