pentest-2026-06-12-controlled-44-3287b226
mbarbine/platphormnews-www-prod · api-multi-model
Plan Status
completed
Execution
completed
Storage
neon_persisted
Spend
$0.3444
Classes
5 / 44
Updated
Jun 12, 2026, 08:45 PM
Evidence-Backed Execution
- 01 / setupcompleted
Operator setup and responsible-use gate completed.
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- run id
- pentest-2026-06-12-controlled-44-3287b226
- target repo
- mbarbine/platphormnews-www-prod
- execution mode
- api-multi-model
- planned classes
- 44
- budget usd
- 5
- created
- Jun 12, 2026, 08:34 PM
- 02 / scope validationcompleted
Allowed hosts and target scope validated before launch.
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- target name
- PlatPhormNews authorized controlled 44-class run
- base url
- https://platphormnews.com
- repos
- mbarbine/platphormnews-www-prod
- allowed hosts
- platphormnews.com, www.platphormnews.com, api.platphormnews.com
- responsible use accepted
- yes
- 03 / reconcompleted
6 bounded passive recon routes fetched.
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- fetched routes
- 6
- recon errors
- 1
- sample routes
- https://platphormnews.com/, https://platphormnews.com/robots.txt, https://platphormnews.com/sitemap.xml, https://platphormnews.com/llms.txt
- 04 / huntcompleted
8 AI Gateway hunt/validate calls recorded.
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- attempted classes
- 44
- completed classes
- 5
- evidence source
- pipeline classResults
- model cost events
- 8
- spend usd
- 0.3444
- pipeline errors
- 92
- 05 / validatecompleted
1 confirmed findings persisted.
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- candidate findings
- 4
- persisted findings
- 4
- confirmed findings
- 1
- persistence complete
- yes
- 06 / gapfillqueued
Gapfill remains available for refused or uncovered classes.
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- uncovered classes
- 0
- 07 / tracequeued
Reachability analysis links findings to trust boundaries when evidence is present.
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- finding records
- 4
- 08 / reportqueued
Report generation waits for an explicit protected report action.
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- artifact source
- persisted run evidence
- 09 / scorecardcompleted
Scorecard metrics were derived from persisted run findings.
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- scorecards
- 1
- findings scored
- 4
- confirmed findings
- 1
Class Execution Evidence
artifact backedinjectionhunt failed0 found · 0 retained
View evidence
Class errors
hunt:injection · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:injection · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
broken-access-controlhunt failed0 found · 0 retained
View evidence
Class errors
hunt:broken-access-control · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:broken-access-control · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
cryptographic-failurescompleted1 found · 0 retained
View evidence
The hunt completed and produced candidate findings, but this run has no retained finding records for this class. Older runs may only have aggregate retained/rejected counts; new runs persist candidate validation summaries here.
Class errors
hunt:cryptographic-failures · anthropic/claude-fable-5
Free tier users do not have access to this model. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
validate:cryptographic-failures · anthropic/claude-fable-5
Free tier users do not have access to this model. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
security-misconfigurationhunt failed0 found · 0 retained
View evidence
Class errors
hunt:security-misconfiguration · anthropic/claude-fable-5
Free tier users do not have access to this model. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:security-misconfiguration · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
supply-chain-failureshunt failed0 found · 0 retained
View evidence
Class errors
hunt:supply-chain-failures · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:supply-chain-failures · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
auth-failureshunt failed0 found · 0 retained
View evidence
Class errors
hunt:auth-failures · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:auth-failures · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
ssrfhunt failed0 found · 0 retained
View evidence
Class errors
hunt:ssrf · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:ssrf · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
secrets-in-codehunt failed0 found · 0 retained
View evidence
Class errors
hunt:secrets-in-code · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:secrets-in-code · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
iac-privilege-escalationhunt failed0 found · 0 retained
View evidence
Class errors
hunt:iac-privilege-escalation · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:iac-privilege-escalation · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
header-csp-hygienehunt failed0 found · 0 retained
View evidence
Class errors
hunt:header-csp-hygiene · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:header-csp-hygiene · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
exceptional-conditionshunt failed0 found · 0 retained
View evidence
Class errors
hunt:exceptional-conditions · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:exceptional-conditions · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
mcp-tool-poisoninghunt failed0 found · 0 retained
View evidence
Class errors
hunt:mcp-tool-poisoning · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:mcp-tool-poisoning · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
mcp-rug-pullhunt failed0 found · 0 retained
View evidence
Class errors
hunt:mcp-rug-pull · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:mcp-rug-pull · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
mcp-tool-shadowinghunt failed0 found · 0 retained
View evidence
Class errors
hunt:mcp-tool-shadowing · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:mcp-tool-shadowing · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
mcp-indirect-injectionhunt failed0 found · 0 retained
View evidence
Class errors
hunt:mcp-indirect-injection · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:mcp-indirect-injection · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
mcp-session-hijackinghunt failed0 found · 0 retained
View evidence
Class errors
hunt:mcp-session-hijacking · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:mcp-session-hijacking · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
mcp-dns-rebindinghunt failed0 found · 0 retained
View evidence
Class errors
hunt:mcp-dns-rebinding · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:mcp-dns-rebinding · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
mcp-oauth-rcehunt failed0 found · 0 retained
View evidence
Class errors
hunt:mcp-oauth-rce · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:mcp-oauth-rce · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
mcp-resource-exhaustionhunt failed0 found · 0 retained
View evidence
Class errors
hunt:mcp-resource-exhaustion · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:mcp-resource-exhaustion · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
rag-retrieval-poisoninghunt failed0 found · 0 retained
View evidence
Class errors
hunt:rag-retrieval-poisoning · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:rag-retrieval-poisoning · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
rag-embedding-inversionhunt failed0 found · 0 retained
View evidence
Class errors
hunt:rag-embedding-inversion · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:rag-embedding-inversion · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
rag-tenant-boundary-violationhunt failed0 found · 0 retained
View evidence
Class errors
hunt:rag-tenant-boundary-violation · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:rag-tenant-boundary-violation · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
rag-indirect-injectioncompleted1 found · 0 retained
View evidence
The hunt completed and produced candidate findings, but this run has no retained finding records for this class. Older runs may only have aggregate retained/rejected counts; new runs persist candidate validation summaries here.
Class errors
hunt:rag-indirect-injection · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
validate:rag-indirect-injection · anthropic/claude-fable-5
Free tier users do not have access to this model. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
agent-goal-hijackingcompleted1 found · 1 retained
View evidence
Retained findings
Validation stage failed; finding is pending operator review.
remediation: Treat all LLM/agent-readable policy/discovery documents as untrusted input for downstream decision-making. Enforce a strict objective hierarchy in the agent runtime (e.g., hard-coded tool allow-lists and capability gates server-side), and require authenticated confirmation for any protected capability regardless of what appears in agent-policy/llms/contract documents. Add integrity/authentication to policy/contract artifacts (signatures) and implement runtime checks that prevent mid-flight objective changes (e.g., disable instruction-following from any retrieved third-party content; apply “prompt injection” protections to tool-selection).
Class errors
hunt:agent-goal-hijacking · anthropic/claude-fable-5
Free tier users do not have access to this model. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
validate:agent-goal-hijacking · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
validate:agent-goal-hijacking · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
insecure-tool-executionhunt failed0 found · 0 retained
View evidence
Class errors
hunt:insecure-tool-execution · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:insecure-tool-execution · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
memory-poisoninghunt failed0 found · 0 retained
View evidence
Class errors
hunt:memory-poisoning · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:memory-poisoning · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
excessive-agencyhunt failed0 found · 0 retained
View evidence
Class errors
hunt:excessive-agency · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:excessive-agency · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
agent-identity-abusehunt failed0 found · 0 retained
View evidence
Class errors
hunt:agent-identity-abuse · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:agent-identity-abuse · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
insecure-inter-agent-commshunt failed0 found · 0 retained
View evidence
Class errors
hunt:insecure-inter-agent-comms · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:insecure-inter-agent-comms · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
unbounded-autonomyhunt failed0 found · 0 retained
View evidence
Class errors
hunt:unbounded-autonomy · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:unbounded-autonomy · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
mcp-escape-to-hosthunt failed0 found · 0 retained
View evidence
Class errors
hunt:mcp-escape-to-host · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:mcp-escape-to-host · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
emergent-offensive-reasoninghunt failed0 found · 0 retained
View evidence
Class errors
hunt:emergent-offensive-reasoning · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:emergent-offensive-reasoning · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
api-bolahunt failed0 found · 0 retained
View evidence
Class errors
hunt:api-bola · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:api-bola · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
api-bflahunt failed0 found · 0 retained
View evidence
Class errors
hunt:api-bfla · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:api-bfla · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
api-mass-assignmenthunt failed0 found · 0 retained
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Class errors
hunt:api-mass-assignment · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:api-mass-assignment · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
business-logic-abusehunt failed0 found · 0 retained
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Class errors
hunt:business-logic-abuse · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:business-logic-abuse · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
non-human-identity-abusehunt failed0 found · 0 retained
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Class errors
hunt:non-human-identity-abuse · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:non-human-identity-abuse · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
container-runtime-escapehunt failed0 found · 0 retained
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Class errors
hunt:container-runtime-escape · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:container-runtime-escape · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
k8s-rbac-lateral-movementhunt failed0 found · 0 retained
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Class errors
hunt:k8s-rbac-lateral-movement · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:k8s-rbac-lateral-movement · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
cicd-pipeline-poisoninghunt failed0 found · 0 retained
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Class errors
hunt:cicd-pipeline-poisoning · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:cicd-pipeline-poisoning · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
api-zombie-shadow-endpointhunt failed0 found · 0 retained
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Class errors
hunt:api-zombie-shadow-endpoint · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:api-zombie-shadow-endpoint · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
websocket-abusehunt failed0 found · 0 retained
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Class errors
hunt:websocket-abuse · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
hunt:websocket-abuse · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
llm-model-weight-backdoorcompleted1 found · 1 retained
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Retained findings
The proposed finding is essentially a scope/evidence statement: the only provided context is passive public HTTP GET responses (HTML, robots.txt, sitemap(s), llms.txt, and partial openapi.yaml/health). For an “LLM Model Weight Backdoor (BadSeek-style)” determination, the hunter listed concrete validation requirements (e.g., model artifact hashes/IDs, provenance/known-bad version references, backdoor metadata, audit results linking anomalous ASR to triggers and specific traces, or CI/source clues for poisoned weight ingestion/replacement). None of those evidentiary artifacts are present in the described passive data. Therefore, the inability to validate or rule out the backdoor from this dataset is justified and not contradicted by any additional evidence.
remediation: Provide one of the following for evidence-based classification: (a) the exact model name(s)/revision(s) used by the application (from code/lockfiles/CI) and their cryptographic hashes, (b) the source location(s) and integrity verification steps used when downloading weights, (c) any internal model-evaluation outputs that report ASR/behavioral anomalies (including any trigger/trace definitions), or (d) repository files/paths related to model loading (e.g., where weights are referenced or pulled). With those, we can check provenance and compare against known trojaned distributions, and/or validate whether behavior is consistent with a 2%-poisoned-traces/80%+ ASR scenario.
Class errors
hunt:llm-model-weight-backdoor · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
validate:llm-model-weight-backdoor · anthropic/claude-fable-5
Free tier users do not have access to this model. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
llm-inference-data-exfilcompleted2 found · 2 retained
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Retained findings
Validation stage failed; finding is pending operator review.
remediation: Treat all LLM-visible artifacts (llms*.txt/json, ai-plugin/agent/MCP manifests) as untrusted prompt input and ensure the inference layer has hard redaction/allowlisting for any “protected” tool outputs. Specifically: (1) ensure tool implementations for protected capabilities never execute in public flows; (2) enforce response-level filtering so protected results cannot be serialized into model output; (3) add structured separation between public context and any internal policies/instructions; (4) include automated tests that run prompt-injection style requests against the LLM/agent and verify no protected data appears in generated or tool-result text.
Validation stage failed; finding is pending operator review.
remediation: At the boundary between retrieval and generation: (1) maintain strict schema/field-level allowlists so only intended public fields are inserted into the LLM prompt; (2) explicitly strip tracing/headers/cookies and any internal metadata from the prompt context; (3) add logging/telemetry to detect whether any protected-looking strings (keys/tokens/secrets/Authorization) are present in prompts or generation outputs; (4) include regression tests for context-window leakage (ensure model outputs never include internal system prompts/tool instructions).
Class errors
hunt:llm-inference-data-exfil · anthropic/claude-fable-5
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validate:llm-inference-data-exfil · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
validate:llm-inference-data-exfil · openai/gpt-5.4-nano
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
validate:llm-inference-data-exfil · anthropic/claude-fable-5
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Scorecards
36.9
1 confirmed / 4 findings
Execution Log
artifact backedFailed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
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Free tier users do not have access to this model. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Free tier users do not have access to this model. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
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Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
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Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
Failed after 3 attempts. Last error: Free tier requests on this model are rate-limited. Upgrade to paid credits at https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Fmodal%3Dtop-up for unrestricted access.
8 model cost event(s) recorded for 0.3444 USD.
Run is completed with 4 finding(s) and 1 confirmed finding(s).