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2026-01-01 00:00:00
2026-01-01 00:00:00
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demo_0000
2026-01-01T00:00:00
Tool-calling traces and CI integration
self_grade
expert
Demonstrate self_grade for Tool-calling traces and CI integration in Go.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
01ecda677e27b8918134d21a0d1cd85ef04617f9
demo_0001
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
eval
advanced
Demonstrate eval for Agentic coding systems (plan→edit→test→reflect) in Python.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
ce6f758b1bc428101ae12ad43bff7a4e88c0cfc7
demo_0002
2026-01-01T00:00:00
MoE expert routing for code
self_grade
advanced
Demonstrate self_grade for MoE expert routing for code in Go.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
724a661b7365a7ceedaa2c6eb1ec2248b6dc7be0
demo_0003
2026-01-01T00:00:00
Governance, auditability, and safety gates
eval
advanced
Demonstrate eval for Governance, auditability, and safety gates in Python.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
e026f2a318ea6750793d9529645190cb6103242d
demo_0004
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
tool_trace
advanced
Demonstrate tool_trace for Agentic coding systems (plan→edit→test→reflect) in TypeScript.
[ { "tool": "checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
aa5e688888ba819372064089899cd28221f9fa41
demo_0005
2026-01-01T00:00:00
MoE expert routing for code
eval
advanced
Demonstrate eval for MoE expert routing for code in Go.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
55f016e0f5b3b2fae7261a93255883cdb7e2e829
demo_0006
2026-01-01T00:00:00
MoE expert routing for code
eval
expert
Demonstrate eval for MoE expert routing for code in Go.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
55f016e0f5b3b2fae7261a93255883cdb7e2e829
demo_0007
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
eval
advanced
Demonstrate eval for Diff-first patching and SWE-bench style evaluation in TypeScript.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
b08c20a651510f12ed82346dc8a929711f3fdae9
demo_0008
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
patch_diff
advanced
Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in Go.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
f4a8b6d07ae6c10d7d031fd3e71902189cfbece4
demo_0009
2026-01-01T00:00:00
Tool-calling traces and CI integration
tool_trace
advanced
Demonstrate tool_trace for Tool-calling traces and CI integration in Python.
[ { "tool": "checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
3901f67d39afc0bfe5397c2c27f8ead5b2b472e7
demo_0010
2026-01-01T00:00:00
Self-grading and automated critique
patch_diff
expert
Demonstrate patch_diff for Self-grading and automated critique in TypeScript.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
f31708cf2dc2bf12377b51649cb192e41c358dac
demo_0011
2026-01-01T00:00:00
Tool-calling traces and CI integration
agent_loop
expert
Demonstrate agent_loop for Tool-calling traces and CI integration in Rust.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
bfa0ece85ebe9acb845d6bef2bf266c580695c9b
demo_0012
2026-01-01T00:00:00
Tool-calling traces and CI integration
eval
expert
Demonstrate eval for Tool-calling traces and CI integration in Go.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
da7d498e0aa830fb9d9079a323908d7d3e164681
demo_0013
2026-01-01T00:00:00
MoE expert routing for code
eval
expert
Demonstrate eval for MoE expert routing for code in TypeScript.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
5d8081fa4e2b4d2c429db2955e8f9dd90080d145
demo_0014
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
patch_diff
expert
Demonstrate patch_diff for Diff-first patching and SWE-bench style evaluation in Rust.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
0de742ee682add3fabe10b41b63c699058d167da
demo_0015
2026-01-01T00:00:00
MoE expert routing for code
agent_loop
expert
Demonstrate agent_loop for MoE expert routing for code in Python.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
a7ccacbb4f991696e10c4df1b3a721ca21aaccfa
demo_0016
2026-01-01T00:00:00
Self-grading and automated critique
eval
expert
Demonstrate eval for Self-grading and automated critique in Go.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
6ddfb66b8ab85ff28b1c9d587350b2c6c891a905
demo_0017
2026-01-01T00:00:00
Self-grading and automated critique
agent_loop
advanced
Demonstrate agent_loop for Self-grading and automated critique in Go.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
85d5a5bc6f30d51ffc33cee542d2c5f2d1d15657
demo_0018
2026-01-01T00:00:00
Self-grading and automated critique
self_grade
advanced
Demonstrate self_grade for Self-grading and automated critique in Rust.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
d2815ca3d0e438822e466acc43474ba2874f5aad
demo_0019
2026-01-01T00:00:00
MoE expert routing for code
tool_trace
expert
Demonstrate tool_trace for MoE expert routing for code in TypeScript.
[ { "tool": "checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
a4322f9593d84f6099aa35b3061f2aa8a7adab8e
demo_0020
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
eval
expert
Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Python.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
ed6687b23f76fa0808d028f46af13a368a5e5155
demo_0021
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
self_grade
expert
Demonstrate self_grade for Diff-first patching and SWE-bench style evaluation in Rust.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
882626e1c64172100c8201be60a636d13fc4cd1d
demo_0022
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
patch_diff
advanced
Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in Rust.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
1a0fe8867460b6a6a80121de51265743a509981b
demo_0023
2026-01-01T00:00:00
MoE expert routing for code
agent_loop
expert
Demonstrate agent_loop for MoE expert routing for code in Python.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
a7ccacbb4f991696e10c4df1b3a721ca21aaccfa
demo_0024
2026-01-01T00:00:00
MoE expert routing for code
agent_loop
expert
Demonstrate agent_loop for MoE expert routing for code in TypeScript.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
84c33edd4bbd46f9b7ed6f724fa0c0c0891f9673
demo_0025
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
eval
expert
Demonstrate eval for Agentic coding systems (plan→edit→test→reflect) in TypeScript.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
97e3218662e2f00746256643faef6885ea18cd7b
demo_0026
2026-01-01T00:00:00
Governance, auditability, and safety gates
self_grade
advanced
Demonstrate self_grade for Governance, auditability, and safety gates in Python.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
2cd0a884e47168413d32f61dc500ce673c8e8ce6
demo_0027
2026-01-01T00:00:00
Governance, auditability, and safety gates
self_grade
expert
Demonstrate self_grade for Governance, auditability, and safety gates in Python.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
2cd0a884e47168413d32f61dc500ce673c8e8ce6
demo_0028
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
self_grade
advanced
Demonstrate self_grade for Diff-first patching and SWE-bench style evaluation in Python.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
52094c608f86848d71b36f8b28490eeab830b40f
demo_0029
2026-01-01T00:00:00
Governance, auditability, and safety gates
eval
advanced
Demonstrate eval for Governance, auditability, and safety gates in Rust.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
29b4334a491410a737f41c7f169c9fcc2e01bf01
demo_0030
2026-01-01T00:00:00
MoE expert routing for code
agent_loop
advanced
Demonstrate agent_loop for MoE expert routing for code in Go.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
c77684ed94a4148f8449f9b073cd70d3bc577a1d
demo_0031
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
patch_diff
expert
Demonstrate patch_diff for Diff-first patching and SWE-bench style evaluation in TypeScript.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
da67f5c566686221ddbda9c967c5c084e482c0de
demo_0032
2026-01-01T00:00:00
MoE expert routing for code
self_grade
advanced
Demonstrate self_grade for MoE expert routing for code in Go.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
724a661b7365a7ceedaa2c6eb1ec2248b6dc7be0
demo_0033
2026-01-01T00:00:00
Self-grading and automated critique
tool_trace
advanced
Demonstrate tool_trace for Self-grading and automated critique in TypeScript.
[ { "tool": "checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
8c70093964bcfcfa32b3ab7b473fcf5233227529
demo_0034
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
patch_diff
expert
Demonstrate patch_diff for Diff-first patching and SWE-bench style evaluation in Rust.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
0de742ee682add3fabe10b41b63c699058d167da
demo_0035
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
eval
expert
Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Go.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
8e9b6a48836548d0f9202dc0384ed0d98e123f41
demo_0036
2026-01-01T00:00:00
MoE expert routing for code
patch_diff
advanced
Demonstrate patch_diff for MoE expert routing for code in Rust.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
a757555ae2d72f4f9a6c937f6ef6303650b71604
demo_0037
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
eval
advanced
Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Go.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
8e9b6a48836548d0f9202dc0384ed0d98e123f41
demo_0038
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
eval
advanced
Demonstrate eval for Agentic coding systems (plan→edit→test→reflect) in Python.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
ce6f758b1bc428101ae12ad43bff7a4e88c0cfc7
demo_0039
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
self_grade
expert
Demonstrate self_grade for Agentic coding systems (plan→edit→test→reflect) in TypeScript.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
fab772571976b248bba6e42050c283d2dcacdc46
demo_0040
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
patch_diff
advanced
Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in Go.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
f4a8b6d07ae6c10d7d031fd3e71902189cfbece4
demo_0041
2026-01-01T00:00:00
Self-grading and automated critique
agent_loop
expert
Demonstrate agent_loop for Self-grading and automated critique in Python.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
54a082fe1d81e29f0620aed5d29e8a89b05a7741
demo_0042
2026-01-01T00:00:00
Self-grading and automated critique
self_grade
advanced
Demonstrate self_grade for Self-grading and automated critique in Python.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
cf868e52e7b626f6e1445e520642918b3a2a1910
demo_0043
2026-01-01T00:00:00
Governance, auditability, and safety gates
agent_loop
advanced
Demonstrate agent_loop for Governance, auditability, and safety gates in TypeScript.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
740d9e6139f5f9bbc02e9d9236e6d6023f4948ff
demo_0044
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
agent_loop
expert
Demonstrate agent_loop for Diff-first patching and SWE-bench style evaluation in TypeScript.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
7105a1d4b1d96645cc6cc8bb9a9c50b8b512bf53
demo_0045
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
patch_diff
advanced
Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in TypeScript.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
3f20b9c5d6121cdd67b0ae805ccb9f1ee72869a7
demo_0046
2026-01-01T00:00:00
Governance, auditability, and safety gates
agent_loop
expert
Demonstrate agent_loop for Governance, auditability, and safety gates in TypeScript.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
740d9e6139f5f9bbc02e9d9236e6d6023f4948ff
demo_0047
2026-01-01T00:00:00
Governance, auditability, and safety gates
patch_diff
expert
Demonstrate patch_diff for Governance, auditability, and safety gates in Rust.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
407f5e4eeddb9a55f35db2f65cf2cc7ffcb2996e
demo_0048
2026-01-01T00:00:00
Tool-calling traces and CI integration
agent_loop
advanced
Demonstrate agent_loop for Tool-calling traces and CI integration in Python.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
9d80a224ffbc2b265069c9355557fa2452ab1b46
demo_0049
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
tool_trace
advanced
Demonstrate tool_trace for Agentic coding systems (plan→edit→test→reflect) in Rust.
[ { "tool": "checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
8cd98daa7ed94eceb808aace257ad77a00c093c1
demo_0050
2026-01-01T00:00:00
MoE expert routing for code
self_grade
expert
Demonstrate self_grade for MoE expert routing for code in TypeScript.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
04cf27cd6c7cc60a6ad34383c06c00220df1d7d6
demo_0051
2026-01-01T00:00:00
MoE expert routing for code
patch_diff
expert
Demonstrate patch_diff for MoE expert routing for code in Rust.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
a757555ae2d72f4f9a6c937f6ef6303650b71604
demo_0052
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
eval
expert
Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Python.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
ed6687b23f76fa0808d028f46af13a368a5e5155
demo_0053
2026-01-01T00:00:00
Self-grading and automated critique
patch_diff
expert
Demonstrate patch_diff for Self-grading and automated critique in Rust.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
204fb7aa6df38d2d8077eb752afceef4537dabc4
demo_0054
2026-01-01T00:00:00
Tool-calling traces and CI integration
patch_diff
expert
Demonstrate patch_diff for Tool-calling traces and CI integration in Rust.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
6b80883d024afe8123d755ffa41e5b3cc0dcfb74
demo_0055
2026-01-01T00:00:00
Tool-calling traces and CI integration
self_grade
expert
Demonstrate self_grade for Tool-calling traces and CI integration in Rust.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
2ad46a119bbbd13e9f59ca46d56fc6ceffd8c0ad
demo_0056
2026-01-01T00:00:00
Governance, auditability, and safety gates
eval
advanced
Demonstrate eval for Governance, auditability, and safety gates in Go.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
6818e4c49db4ba63a4ff27bae5ee7d4d3383255f
demo_0057
2026-01-01T00:00:00
Tool-calling traces and CI integration
eval
expert
Demonstrate eval for Tool-calling traces and CI integration in Python.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
b12d3c546b09fdd7d4abbaa5a72e2e41deabef1d
demo_0058
2026-01-01T00:00:00
Tool-calling traces and CI integration
self_grade
expert
Demonstrate self_grade for Tool-calling traces and CI integration in Go.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
01ecda677e27b8918134d21a0d1cd85ef04617f9
demo_0059
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
self_grade
expert
Demonstrate self_grade for Diff-first patching and SWE-bench style evaluation in Go.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
9ac511806d0fd80846c9ee66e870bc422000ca5d
demo_0060
2026-01-01T00:00:00
Self-grading and automated critique
tool_trace
expert
Demonstrate tool_trace for Self-grading and automated critique in Rust.
[ { "tool": "checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
0fcd85479910d25d7597ad10e547762ff04885d2
demo_0061
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
patch_diff
advanced
Demonstrate patch_diff for Diff-first patching and SWE-bench style evaluation in Rust.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
0de742ee682add3fabe10b41b63c699058d167da
demo_0062
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
tool_trace
advanced
Demonstrate tool_trace for Agentic coding systems (plan→edit→test→reflect) in TypeScript.
[ { "tool": "checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
aa5e688888ba819372064089899cd28221f9fa41
demo_0063
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
eval
advanced
Demonstrate eval for Agentic coding systems (plan→edit→test→reflect) in Go.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
d165292165be3a4c543c7636d89fefd10b078e7c
demo_0064
2026-01-01T00:00:00
Tool-calling traces and CI integration
tool_trace
expert
Demonstrate tool_trace for Tool-calling traces and CI integration in Go.
[ { "tool": "checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
b1f3c1daa457ede0e06e5e190d15d6e50635238b
demo_0065
2026-01-01T00:00:00
MoE expert routing for code
agent_loop
expert
Demonstrate agent_loop for MoE expert routing for code in Go.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
c77684ed94a4148f8449f9b073cd70d3bc577a1d
demo_0066
2026-01-01T00:00:00
Governance, auditability, and safety gates
self_grade
advanced
Demonstrate self_grade for Governance, auditability, and safety gates in Python.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
2cd0a884e47168413d32f61dc500ce673c8e8ce6
demo_0067
2026-01-01T00:00:00
Governance, auditability, and safety gates
self_grade
expert
Demonstrate self_grade for Governance, auditability, and safety gates in Go.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
b0ee387d89f5f635c1f9cc32f9773b4068014798
demo_0068
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
eval
expert
Demonstrate eval for Agentic coding systems (plan→edit→test→reflect) in Go.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
d165292165be3a4c543c7636d89fefd10b078e7c
demo_0069
2026-01-01T00:00:00
Self-grading and automated critique
eval
expert
Demonstrate eval for Self-grading and automated critique in TypeScript.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
5ecb56d92db1e83dd4aeacdea1ea7ed21c892010
demo_0070
2026-01-01T00:00:00
Self-grading and automated critique
agent_loop
expert
Demonstrate agent_loop for Self-grading and automated critique in TypeScript.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
d02ca6f3f580c87df094e25ecb3de78fc576555b
demo_0071
2026-01-01T00:00:00
Self-grading and automated critique
agent_loop
expert
Demonstrate agent_loop for Self-grading and automated critique in TypeScript.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
d02ca6f3f580c87df094e25ecb3de78fc576555b
demo_0072
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
eval
advanced
Demonstrate eval for Agentic coding systems (plan→edit→test→reflect) in Python.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
ce6f758b1bc428101ae12ad43bff7a4e88c0cfc7
demo_0073
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
eval
expert
Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Rust.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
8dacf6e08ac4a42cf38a0c147636cfdd66f96f97
demo_0074
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
patch_diff
advanced
Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in TypeScript.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
3f20b9c5d6121cdd67b0ae805ccb9f1ee72869a7
demo_0075
2026-01-01T00:00:00
Tool-calling traces and CI integration
eval
expert
Demonstrate eval for Tool-calling traces and CI integration in Python.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
b12d3c546b09fdd7d4abbaa5a72e2e41deabef1d
demo_0076
2026-01-01T00:00:00
MoE expert routing for code
eval
expert
Demonstrate eval for MoE expert routing for code in Go.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
55f016e0f5b3b2fae7261a93255883cdb7e2e829
demo_0077
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
agent_loop
expert
Demonstrate agent_loop for Agentic coding systems (plan→edit→test→reflect) in Rust.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
57884ed4c3d00bb495a4382eb0ea01a961e42e16
demo_0078
2026-01-01T00:00:00
Governance, auditability, and safety gates
self_grade
expert
Demonstrate self_grade for Governance, auditability, and safety gates in TypeScript.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
fe883ef5866a8ab03c83ebb26b3251f8679aca88
demo_0079
2026-01-01T00:00:00
MoE expert routing for code
tool_trace
advanced
Demonstrate tool_trace for MoE expert routing for code in Go.
[ { "tool": "checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
441e2206b28951463f35934572603bd6fa2398d7
demo_0080
2026-01-01T00:00:00
Tool-calling traces and CI integration
tool_trace
advanced
Demonstrate tool_trace for Tool-calling traces and CI integration in Rust.
[ { "tool": "checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
256c808b21b4248d2f7c4c8c03d35d40bff23d5c
demo_0081
2026-01-01T00:00:00
MoE expert routing for code
self_grade
advanced
Demonstrate self_grade for MoE expert routing for code in Go.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
724a661b7365a7ceedaa2c6eb1ec2248b6dc7be0
demo_0082
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
eval
advanced
Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Rust.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
8dacf6e08ac4a42cf38a0c147636cfdd66f96f97
demo_0083
2026-01-01T00:00:00
Self-grading and automated critique
self_grade
expert
Demonstrate self_grade for Self-grading and automated critique in Go.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
be168e7e68cd992bda3c031199a780770e3d7833
demo_0084
2026-01-01T00:00:00
Agentic coding systems (plan→edit→test→reflect)
patch_diff
expert
Demonstrate patch_diff for Agentic coding systems (plan→edit→test→reflect) in Python.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
79a6d964f0af5a0c080ec8cbfafd1114d574e578
demo_0085
2026-01-01T00:00:00
MoE expert routing for code
agent_loop
advanced
Demonstrate agent_loop for MoE expert routing for code in TypeScript.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
84c33edd4bbd46f9b7ed6f724fa0c0c0891f9673
demo_0086
2026-01-01T00:00:00
Self-grading and automated critique
patch_diff
expert
Demonstrate patch_diff for Self-grading and automated critique in Go.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
c012733817f6f8ceeff47e5dc6c8bdcfb44433fe
demo_0087
2026-01-01T00:00:00
MoE expert routing for code
patch_diff
advanced
Demonstrate patch_diff for MoE expert routing for code in Rust.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
a757555ae2d72f4f9a6c937f6ef6303650b71604
demo_0088
2026-01-01T00:00:00
Governance, auditability, and safety gates
self_grade
expert
Demonstrate self_grade for Governance, auditability, and safety gates in Rust.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
d2ee9ea5723a120aeb73ff995a456cc5d8f41428
demo_0089
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
patch_diff
expert
Demonstrate patch_diff for Diff-first patching and SWE-bench style evaluation in Python.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
214c8aa1c81b49da6e98d286de14957000ecb489
demo_0090
2026-01-01T00:00:00
Self-grading and automated critique
eval
expert
Demonstrate eval for Self-grading and automated critique in Rust.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Rust", "frontier_demo": true }
0cb9a5e8d76f6bfd1e0d104cb5af19b52e4f9fae
demo_0091
2026-01-01T00:00:00
Tool-calling traces and CI integration
agent_loop
advanced
Demonstrate agent_loop for Tool-calling traces and CI integration in Python.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
9d80a224ffbc2b265069c9355557fa2452ab1b46
demo_0092
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
eval
expert
Demonstrate eval for Diff-first patching and SWE-bench style evaluation in Go.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
8e9b6a48836548d0f9202dc0384ed0d98e123f41
demo_0093
2026-01-01T00:00:00
MoE expert routing for code
eval
advanced
Demonstrate eval for MoE expert routing for code in Python.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
d10ebbd0771e561742de9157381a089d64c68539
demo_0094
2026-01-01T00:00:00
MoE expert routing for code
tool_trace
expert
Demonstrate tool_trace for MoE expert routing for code in Go.
[ { "tool": "checkout", "args": { "commit": "abc123" } }, { "tool": "run_tests", "args": { "suite": "unit" } }, { "tool": "apply_patch", "args": { "files": 1 } }, { "tool": "run_tests", "args": { "suite": "full" } } ]
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
441e2206b28951463f35934572603bd6fa2398d7
demo_0095
2026-01-01T00:00:00
Self-grading and automated critique
eval
advanced
Demonstrate eval for Self-grading and automated critique in Python.
"Metrics: pass@k, time-to-green, cost-per-fix, regressions"
{ "brand": "Within Us AI", "language": "Python", "frontier_demo": true }
3adfb9c8e53d1b7119af2ca07c587ce30d29dcb5
demo_0096
2026-01-01T00:00:00
Tool-calling traces and CI integration
agent_loop
advanced
Demonstrate agent_loop for Tool-calling traces and CI integration in Go.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
ed2736226ef8b9ff056b4302095ccecddcf966bd
demo_0097
2026-01-01T00:00:00
Self-grading and automated critique
agent_loop
expert
Demonstrate agent_loop for Self-grading and automated critique in Go.
"Plan → Edit → Test → Reflect → Human Gate"
{ "brand": "Within Us AI", "language": "Go", "frontier_demo": true }
85d5a5bc6f30d51ffc33cee542d2c5f2d1d15657
demo_0098
2026-01-01T00:00:00
Diff-first patching and SWE-bench style evaluation
self_grade
expert
Demonstrate self_grade for Diff-first patching and SWE-bench style evaluation in TypeScript.
{ "score": 9, "confidence": 0.9, "notes": "Tests passed; minimal diff; safe." }
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
7b045c7e00592cb0936703c6efbe07d24fed1640
demo_0099
2026-01-01T00:00:00
MoE expert routing for code
patch_diff
advanced
Demonstrate patch_diff for MoE expert routing for code in TypeScript.
"```diff\n- return a/b\n+ if b==0: raise ValueError('division by zero')\n+ return a/b\n```"
{ "brand": "Within Us AI", "language": "TypeScript", "frontier_demo": true }
c6a3c7c940db60ab9c0aad92f2280b426d27d44d
End of preview. Expand in Data Studio

Genesis AI Code (Demo) 1K

Developed by: Within Us AI

Best-of demo subset for instant evaluation and fast adoption.

Splits

  • train: 1,000
  • validation: 1,000

Highlights

  • Tests-as-truth supervision patterns
  • Diff-first patching
  • Agentic loops (plan→edit→test→reflect) with bounded budgets
  • Tool-call trace supervision (where present)
  • Governance/audit & policy-gate awareness

Storage format

Parquet unavailable (No module named 'pyarrow'); JSONL shards in /data.

Quick start

from datasets import load_dataset
ds = load_dataset("<YOUR_ORG_OR_USER>/Genesis AI Code (Demo) 1K", split="train")
print(ds[0])
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