buildOne report1 publisher One Rovo Think deeper message cost 86 credits in a test org ahead of Atlassian's overage billing
Atlassian will start billing Rovo credit overage on 3 December 2026, according to a dev.to test that measured 10 to 86 credits per message. At one quick question per person per working day, a 200-seat Jira Standard pool lasts about 2.5 days.
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap−10
- Incentives
- Not scored
- Confidence55
buildConfirmed2 publishers A Harvard study of 718 firms found coding agents raised lines of code 30% and pull requests 23% with no detectable rise in resolved Jira work. The review-queue explanation is a dev.to author's inference from the paper's review data.
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap+25
- Incentives35
- Confidence55
buildOne report1 publisher A path-handling bug in one Atlassian library exposes eight products to unauthenticated file reads
Atlassian rates CVE-2026-21589 critical at CVSS 4.0 9.3, a no-login file-read flaw in every version of eight self-hosted products. Honeypots saw exploitation attempts by October 6, a day after the advisory, according to a dev.to write-up that found no public report of confirmed victims.
Reality
- Evidence62
- Adoption
- Not scored
- Hype gap−10
- Incentives
- Not scored
- Confidence60
Previdian recorded exploitation attempts against Atlassian's CVE-2026-21589 within two hours of watchTowr publishing the arbitrary file access technique. The CVSS 9.3 flaw lets an unauthenticated attacker read specific webroot files across eight Data Center products.
Perspective Coverage
6 publishers
- Builder
- Builder 27%
- Operator
- Operator 67%
- Investor
- Investor 6%
Reality
- Evidence78
- Adoption30
- Hype gap+15
- Incentives45
- Confidence70
buildOne report1 publisher One shared library spreads a 9.3 file-read flaw across all eight Atlassian Data Center products
Atlassian disclosed CVE-2026-21589, a 9.3-rated unauthenticated file-read flaw affecting all eight of its self-hosted Data Center products. A public proof of concept drew exploitation attempts within two hours of landing on 7 October.
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap−5
- Incentives
- Not scored
- Confidence60
buildOne report1 publisher Atlassian's AMP makes AI agents owned and audited participants in Jira and Confluence
Atlassian launched AMP on October 7, giving every AI agent an owner, a profile and an audit trail inside Jira, Confluence and Loom. The published material is a set of design patterns, so its reach outside Atlassian's suite depends on other vendors adopting them.
Reality
- Evidence38
- Adoption
- Not scored
- Hype gap+30
- Incentives70
- Confidence45
buildOne report1 publisher MCP Atlassian hands unidentified HTTP callers the operator's Jira and Confluence access
MCP Atlassian releases before 0.22.0 fall back to the operator's credentials whenever an HTTP caller has no verified identity (CVE-2026-77244). HTTP deployments need the upgrade, and the endpoint should be reachable only through a management network or an authenticating proxy.
Reality
- Evidence40
- Adoption
- Not scored
- Hype gap+10
- Incentives
- Not scored
- Confidence40
buildOne report1 publisher Atlassian documents one of three causes behind JCMA's Custom Field Config Scheme export failure
Atlassian's knowledge base covers one of three causes of JCMA's 'couldn't export Custom Field Config Scheme' error, a dev.to post finds. The other two sit in closed bug tickets whose triggering data can still be in a Data Center database.
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap−5
- Incentives
- Not scored
- Confidence55
Mike Cannon-Brookes bets Atlassian's single platform will outlast AI chatbots
Atlassian CEO Mike Cannon-Brookes told The Verge's Decoder that chatbots are not the future of work and pushed back on the feared SaaSpocalypse. His case depends on Jira and Trello holding the record teams agree on, and buyers will have to test that against their own renewal data.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+35
- Incentives75
- Confidence35
Wiz says its Red Agent found and exploited a GitHub Actions injection that an AI "autofix" commit introduced five days earlier, reaching Snowflake's internal Jira with no human in the loop.
Perspective Coverage
4 publishers
- Builder
- Builder 43%
- Operator
- Operator 42%
- Investor
- Investor 15%
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap+35
- Incentives70
- Confidence62
US firms sanction poor performance by software at nearly 17 times the European rate
An OECD survey of 6,047 employers found this software in most workplaces on both continents. The countries split over what firms are allowed to do with it, and most of these tools are not AI at all.
Reality
- Evidence68
- Adoption82
- Hype gap+8
- Incentives30
- Confidence62
buildOne report1 publisher Forge lint drops every Jira call whose endpoint arrives in a variable
On @forge/cli 13.4.0 the linter runs inside forge deploy and blocks it, so a clean run looks like a passed check. One request helper is enough to leave a missing scope to surface as a 401 in production.
Reality
- Evidence70
- Adoption38
- Hype gap+12
- Incentives35
- Confidence62
buildOne report1 publisher Plane's own calculator puts a 10-person Jira and Confluence stack at $2,084 a year
The dev.to review that names Plane its pick for small and mid-sized teams prices Plane Pro at $720 a year for the same ten people, and it reports the resulting saving at two different figures. The free edition runs on your hardware.
Reality
- Evidence45
- Adoption25
- Hype gap+35
- Incentives65
- Confidence50
buildOne report1 publisher AWS's FinOps Agent reads CloudTrail to name the role behind the cost spike
The agent runs on Amazon Bedrock, starts its investigation when Cost Anomaly Detection fires, and posts the root cause into the Slack channel where the engineers who provisioned the resource already work. Public preview is us-east-1 only.
Reality
- Evidence52
- Adoption20
- Hype gap+12
- Incentives30
- Confidence45
buildOne report1 publisher A rank-32 LoRA on one Mac Studio takes Forge manifests from 0 of 25 to 14 of 25
Atlassian's own validator did the grading, on 25 app briefs, on the same workstation that trained the adapter. Anyone reusing the pass rate needs briefs that look like those 25.
Reality
- Evidence55
- Adoption15
- Hype gap+10
- Incentives65
- Confidence45
buildOne report1 publisher A git worktree per automation keeps the scheduled bots out of your working directory
A mutex kept his ten automations from colliding with each other but never from running git checkout in the directory where a deploy was in flight, so every bot now gets a disposable worktree of its own.
Reality
- Evidence42
- Adoption14
- Hype gap+14
- Incentives25
- Confidence56
buildOne report1 publisher Atlassian's AI Sprint Planning Assistant suggests plans for teams to review and adjust before importing into Jira
Jira's Summer 2026 release ships a Delivery Agent for standup digests and an assistant that groups the backlog into a suggested sprint. Both change the order in which people on a team see one another's judgement.
Reality
- Evidence28
- Adoption42
- Hype gap+38
- Incentives
- Not scored
- Confidence55
buildOne report1 publisher Orchid's agent kill switch fires on drift from a scope the customer has to declare
Orchid's new controls detect when an agent drifts from its declared purpose and then cut its access, and both halves depend on inventory and specification work the enterprise has to finish first.
Reality
- Evidence34
- Adoption12
- Hype gap+38
- Incentives72
- Confidence56
buildOne report1 publisher Copying Given/When/Then out of Jira leaves four texts that have to agree
Gherkin's one real feature is a non-developer authoring scenarios in plain text. A post on dev.to argues that on real teams the criteria are written in Jira and a developer retypes them, leaving four texts to keep in agreement.
Reality
- Evidence34
- Adoption
- Not scored
- Hype gap+24
- Incentives72
- Confidence55
buildOne report1 publisher Kestrel's memory benchmark spent eight months attributing another app's process
The per-tab figures were summed off an unfiltered ps listing, so a browser policy that looked 198 MB ahead was really 91 MB behind. What caught it was watching one number fail to move across a page load.
Reality
- Evidence64
- Adoption
- Not scored
- Hype gap−18
- Incentives34
- Confidence56