The EUR2.1m pre-seed is roughly 0.16% of what 360 Capital and PranaVentures manage between them - a check sized to option a research method, before Bynario has a finished security platform to bet on.
Reality
- Evidence35
- Adoption
- Insufficient
- Hype gap+35
- Incentives70
- Confidence40
An IANS and Artico survey puts AI at about 3 percent of the average security budget, and 24 percent of organizations have given it a line of its own. Bugcrowd's CEO says the rest comes out of what was already bought.
Reality
- Evidence40
- Adoption48
- Hype gap+15
- Incentives78
- Confidence45
A dev.to playbook argues authorisation is a domain capability enforced server-side over principal, action, resource and context. Its test for reaching for a policy engine is whether rules must be shared, audited or versioned apart from individual endpoints.
Reality
- Evidence35
- Adoption
- Insufficient
- Hype gap+5
- Incentives15
- Confidence62
A JWT signature only proves integrity when the verifier and the application already agree on algorithm, key and validity window, and in the vulnerable pattern all three are settled by input the attacker sent.
Reality
- Evidence52
- Adoption
- Insufficient
- Hype gap+12
- Incentives18
- Confidence56
Boris Cherny named six guardrails for Claude-written production code at Anthropic. Almost everything else in circulation about how they fit together comes from the dev.to post that relayed his quote.
Reality
- Evidence25
- Adoption20
- Hype gap+45
- Incentives55
- Confidence60
At Dreamforce, Anton Osika said the argument over letting non-engineers ship software is finished. His evidence is automatic vulnerability scanning on every change and connector rules that limit data by who is logged in.
Reality
- Evidence30
- Adoption55
- Hype gap+38
- Incentives88
- Confidence45
The industry is still shipping the defect classes CISA has flagged for years. The case that AI coding assistants will multiply them comes from two named practitioners, not from the agency's own data.
Reality
- Evidence55
- Adoption30
- Hype gap+35
- Incentives75
- Confidence45
Wingman probes the running app the moment a coding agent says a feature is done, then sends the findings back to that same agent to patch. StackHawk reports more than 7,000 fixes in early access, 98% of them holding.
Reality
- Evidence32
- Adoption22
- Hype gap+30
- Incentives80
- Confidence45
Webhooks, image proxies, link unfurlers and PDF renderers all pass a user's string to an HTTP client that sits inside your private network, where the cloud metadata endpoint answers an unauthenticated GET and hands back IAM credentials.
Reality
- Evidence58
- Adoption
- Insufficient
- Hype gap+10
- Incentives25
- Confidence55
A dev.to walkthrough of FastAPI onboarding separates two proofs that codebases keep merging, one testing whether a person can read mail at a domain and the other whether anyone can write to its zone. Negative caching explains why the first check fails.
Reality
- Evidence58
- Adoption
- Insufficient
- Hype gap+8
- Incentives22
- Confidence55
Web cache poisoning starts when the origin reads a request field the cache left out of its key, so a response generated for one request gets stored and replayed to everyone asking for that path.
Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap−10
- Incentives15
- Confidence55
Mid-size engineering teams can now run GitHub Advanced Security against their own repositories for 30 days without a sales call, and then they have to decide what a good result looks like. Mitch Ashley of The Futurum Group says the bottleneck was procurement.
Reality
- Evidence44
- Adoption
- Insufficient
- Hype gap+12
- Incentives56
- Confidence48
Ivan Mans of SecurityBridge says the SAP security question is now what an agent already inside the system is allowed to do and whether anyone can prove it afterward. His incident record comes from developer tooling.
Reality
- Evidence33
- Adoption28
- Hype gap+38
- Incentives84
- Confidence64
An SC Media explainer re-frames application security as enforcement at six trust boundaries. Map controls that way and service responses and runtime behavior show up as structural blind spots.
Reality
- Evidence28
- Adoption
- Insufficient
- Hype gap+15
- Incentives25
- Confidence45
The proof hides a birthdate from the website. It does not remove the entity that established the birthdate, issues a token at every login, and can be told to stop.
Reality
- Evidence40
- Adoption45
- Hype gap+30
- Incentives65
- Confidence38
A dev.to writeup of single-database multi-tenancy in Symfony spends less effort on the SQLFilter than on enumerating where it never runs. That enumeration is the deliverable.
Reality
- Evidence62
- Adoption
- Insufficient
- Hype gap−8
- Incentives22
- Confidence55
A 28-day edge log review of an unnamed small business Next.js site found its most-requested path was /wp-admin/install.php. The site has never run PHP.
Reality
- Evidence34
- Adoption14
- Hype gap+19
- Incentives71
- Confidence36