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May 7, 2026

AIRT Report Builder now generally available with templates, branding, and DOCX export

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AIRT Report Builder now generally available with templates, branding, and DOCX export

13 new 11 improved 18 fixed

The AIRT Report Builder graduates from feature-flagged preview to general availability this week, bringing saved templates, custom branding, DOCX export, and a live structural preview to all users.

New

  • AIRT Report Builder GA. The AIRT Reports tab is now visible to all users by default; the builder supports saved templates (load/save/rename/delete), custom branding (logo, company name, title, confidentiality footer), DOCX export, and a live structural preview panel. (dreadnode/dreadnode-tiger#1355, dreadnode/dreadnode-tiger#1385)

  • Trace-analysis advisor skill. A new AI red teaming skill surfaces attack-effectiveness analysis, transform recommendations, and vulnerability pattern identification from historical run data directly inside the agent. (dreadnode/capabilities#4)

  • GuardSessionPolicy with LLM-judged tool gating. New GuardSessionPolicy gates every agent tool call through an LLM judge before execution, with a built-in safety rubric and optional custom rules. (dreadnode/dreadnode-tiger#1374)

  • Guard policy transcript strategies. GuardSessionPolicy now supports five transcript strategies (rubric_only, intent_only, intent_plus_calls, full, and more); the default is now intent_plus_calls for richer judge context. (dreadnode/dreadnode-tiger#1437)

  • ATIF v1.7 trajectory export and dn session CLI. A new export endpoint converts session transcripts to ATIF v1.7 or OpenAI Chat Completions format; dn session CLI command group and a download menu in the session UI let you browse, inspect, and export sessions. (dreadnode/dreadnode-tiger#1434)

  • Persistent TUI welcome panel and getting-started skill. The TUI welcome screen is now a persistent panel showing profile, runtime, and capability context; a new getting-started skill routes new users to the right capability or task automatically. (dreadnode/dreadnode-tiger#1372)

  • dn capability uninstall, session lifecycle actions, and rewritten session picker. New dn capability uninstall command, session archive/freeze/delete actions in the TUI, and a rewritten session picker with richer status columns and inline lifecycle controls. (dreadnode/dreadnode-tiger#1388)

  • CLI conventions overhaul. New dn inference-model (alias dn llm), dn secret list, and dn environment wait commands added; dn env renamed to dn environment with alias retained; destructive-action --yes/-y confirmation standardized across all commands. (dreadnode/dreadnode-tiger#1376)

  • dn update CLI command. You can now update the Dreadnode CLI directly from the terminal with dn update. (dreadnode/dreadnode-tiger#1438)

  • Admin-configurable featured catalog models. Platform admins can configure which models appear as featured in the catalog via a new admin UI, without code changes or redeployments. Manual entry of preview or unreleased model IDs is also supported. (dreadnode/dreadnode-tiger#1364, dreadnode/dreadnode-tiger#1369)

  • TUI inline report rendering with web deep-link. The TUI now renders report tool calls inline with full markdown content, a smart title, and a clickable “View in web” link that opens the platform Reports tab for the active session. (dreadnode/dreadnode-tiger#1358)

  • Session tool count and cost stats. Agent session views and the TUI footer now show tool call count and estimated USD cost alongside message count and token usage. (dreadnode/dreadnode-tiger#1348)

  • Capability hooks documentation. New documentation covers lifecycle events, observers, and gating patterns for building agents with capability hooks. (dreadnode/dreadnode-tiger#1401)

Improvements

  • AIRT analytics performance. AIRT analytics pages now load in 4–5 seconds on first visit and under 1 second on repeat visits, replacing a previous infinite-loop hang; per-section error indicators surface when analytics data is malformed instead of silently rendering blank charts. (dreadnode/dreadnode-tiger#1422, dreadnode/dreadnode-tiger#1435)

  • ask_user structured questions and cancel flow. The ask_user tool now supports structured multi-question bundles, explicit cancel flows (raising UserCancelled), and a new interactive TUI widget with tab navigation, multi-select, and Esc-to-cancel. (dreadnode/dreadnode-tiger#1387)

  • Artifact deep-linking. Datasets, environments, models, and capabilities now have dedicated URLs you can share or bookmark directly. Training job selections are also reflected in the URL (?job=<id>) for the same purpose. (dreadnode/dreadnode-tiger#1353, dreadnode/dreadnode-tiger#1370)

  • ATIF trajectory source lineage. Exported ATIF trajectories now include an extra.dreadnode block with origin and {id, key} pairs for organization, workspace, and project, so downstream consumers can trace data back to its origin. (dreadnode/dreadnode-tiger#1450)

  • AIRT assessments page visual and UX refresh. The Assessments page now matches the Overview’s design system with shared UI primitives, semantic tokens, and URL-driven assessment selection (right-click to open in new tab works). (dreadnode/dreadnode-tiger#1409)

  • AIRT report template button labels clarified. Template save buttons now read “Save as template”, “Save as new template”, and “Update template” instead of the ambiguous “Save as new” / “Update”. (dreadnode/dreadnode-tiger#1406)

  • TUI session title in context bar. The TUI context bar now shows the session title (truncated at 40 chars) instead of the 8-character hex ID. (dreadnode/dreadnode-tiger#1352)

  • Legacy client-side PDF export removed. The “Export PDF Report” button on the AIRT overview page has been removed; the new Reports tab handles PDF and all other export formats. (dreadnode/dreadnode-tiger#1386)

  • Notification badges on login. Pending org invitation badges now appear in the nav bar and Account Settings immediately on login or page refresh. (dreadnode/dreadnode-tiger#1393)

  • AIRT guidance expanded in TUI and docs. TUI help text, CLI --help, and docs now surface all web app review paths — overview dashboard, per-assessment view, trace view, and custom report builder. (dreadnode/dreadnode-tiger#1445)

  • Brand accent color and notification badge component. Numeric notification badges (invitations, active filters, unread events) now use a consistent BadgeAlert component, and the brand accent color has been updated to #FF6B3D with improved WCAG AA contrast. (dreadnode/dreadnode-tiger#1375)

Fixes

  • AIRT analytics data accuracy. Attack success rates, transform usage, trial counts, and chart data now reflect accurate totals — a series of regressions caused rates to show as ~64% when the actual value was ~100%, and large projects (500+ assessments) to time out with empty dashboards. (dreadnode/dreadnode-tiger#1417, dreadnode/dreadnode-tiger#1418, dreadnode/dreadnode-tiger#1419, dreadnode/dreadnode-tiger#1420, dreadnode/dreadnode-tiger#1425)

  • SDK dependency conflict resolved (2.0.19). SDK versions 2.0.16–2.0.18 were uninstallable via uv tool install or pipx install due to a litellm/fastmcp dependency conflict; 2.0.19 resolves this. (dreadnode/dreadnode-tiger#1443)

  • AIRT PDF/DOCX report fidelity fixes. PDF reports now include ML metadata fields (transforms_applied, original_class, adversarial_class, distance_value) previously missing from exports; DOCX reports render in landscape layout with correct column widths; truncated-column footers point to CSV export and show the correct additional-column count. (dreadnode/dreadnode-tiger#1411, dreadnode/dreadnode-tiger#1415, dreadnode/dreadnode-tiger#1407, dreadnode/dreadnode-tiger#1408)

  • TUI context gauge shows correct token count. The context gauge now shows last-generation input tokens (e.g. 800k/1M) instead of a cumulative sum that incorrectly exceeded the model’s context limit. (dreadnode/dreadnode-tiger#1451)

  • AIRT --project flag now scopes correctly. The AIRT CLI --project flag correctly scopes assessments and trace exports to the specified project instead of silently resolving to default. (dreadnode/dreadnode-tiger#1452)

  • AIRT compliance coverage table fixed. The Attacks Used and Trials columns now display real data; compliance framework rows expand and collapse correctly on every click; re-clicking the already-active project no longer flashes “not found”. (dreadnode/dreadnode-tiger#1414, dreadnode/dreadnode-tiger#1413, dreadnode/dreadnode-tiger#1412)

  • Self-improvement reflector hook restored. The self-improvement reflector hook now correctly calls Agent.run() instead of the removed Agent.chat(), restoring the feedback loop after failed agent turns. (dreadnode/dreadnode-tiger#1377)

  • TUI zero-balance error message. The TUI now shows “Insufficient credits — top up your org or switch to a BYOK model” instead of a misleading sign-in/provisioning error when the org has zero balance. (dreadnode/dreadnode-tiger#1402)

  • TUI model browser keyboard navigation. The TUI model browser now responds to arrow keys immediately on open — no mouse click required. (dreadnode/dreadnode-tiger#1403)

  • TUI /update false “version unchanged” warning fixed. The /update command no longer shows a false “version unchanged” warning after a successful update when multiple dn installations exist. (dreadnode/dreadnode-tiger#1396)

  • Cross-org public dataset access. Public datasets from other orgs now open and download correctly instead of returning 404 errors. (dreadnode/dreadnode-tiger#1405)

  • AIRT report download fallback for Safari iOS. The AIRT report toast now includes a Download link so users whose browser blocked the auto-download can retrieve their report without re-running generation. (dreadnode/dreadnode-tiger#1382)

  • AIRT “Total Findings” count corrected. The AIRT overview “Total Findings” card now shows the correct total count instead of the current page size (20). (dreadnode/dreadnode-tiger#1404)

  • Dataset pull command fixed. The dn dataset pull command now works correctly. (dreadnode/dreadnode-tiger#1390)

  • Members and Workspaces tables sort correctly. Clicking column headers in the Members and Workspaces settings tables now sorts rows as expected. (dreadnode/dreadnode-tiger#1440)

  • AIRT severity levels documented. The AIRT severity reference now documents all five levels (Critical, High, Medium, Low, Info) — previously only Critical and High were defined. (dreadnode/dreadnode-tiger#1444)

  • System prompts visible in session transcripts. Session transcripts now display system prompts in a collapsible disclosure panel. (dreadnode/dreadnode-tiger#1394)

  • Docs copy button alignment fixed. The copy button on terminal code blocks in the docs site now stays inside the code block. (dreadnode/dreadnode-tiger#1439)