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        "Table row: *Message: amount must be positive · Code:* VALIDATION (no quoted JSON string)."
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "`\"amount must be greater than`",
        "Table row: *Message: amount must be positive · Code:* VALIDATION (no quoted JSON string)."
      ]
    },
    {
      "phrase": "Strong fit for",
      "phrase_norm": "strong fit for",
      "max_ratio": 13,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "Works well for"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "Strong fit for",
        "Works well for"
      ]
    },
    {
      "phrase": "API testing tool.",
      "phrase_norm": "api testing tool",
      "max_ratio": 12,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 3
      },
      "last_seen": {
        "phase": "p#1",
        "try": 3
      },
      "replacements_used": [
        "hand-sent JSON over HTTP from PowerShell or a desktop JSON viewer."
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "API testing tool.",
        "hand-sent JSON over HTTP from PowerShell or a desktop JSON viewer."
      ]
    },
    {
      "phrase": "API in Go",
      "phrase_norm": "api in go",
      "max_ratio": 12,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#2",
        "try": 1
      },
      "last_seen": {
        "phase": "p#2",
        "try": 1
      },
      "replacements_used": [
        "bill-splitting HTTP service written in Go"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "API in Go",
        "bill-splitting HTTP service written in Go"
      ]
    },
    {
      "phrase": "code VALIDATION and",
      "phrase_norm": "code validation and",
      "max_ratio": 12,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#2",
        "try": 3
      },
      "last_seen": {
        "phase": "p#2",
        "try": 3
      },
      "replacements_used": [
        "Replace the long sample sentence with: A zero-amount charge returns HTTP 400; the body carries a VALIDATION code and a short amount-related message."
      ],
      "replacements_failed": [
        "Replace the long sample sentence with: A zero-amount charge returns HTTP 400; the body carries a VALIDATION code and a short amount-related message."
      ],
      "do_not_suggest": [
        "code VALIDATION and",
        "Replace the long sample sentence with: A zero-amount charge returns HTTP 400; the body carries a VALIDATION code and a short amount-related message."
      ]
    },
    {
      "phrase": "Version control: GitHub",
      "phrase_norm": "version control: github",
      "max_ratio": 11,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "Repo hosting: GitHub"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "Version control: GitHub",
        "Repo hosting: GitHub"
      ]
    },
    {
      "phrase": "versions, and dependencies",
      "phrase_norm": "versions, and dependencies",
      "max_ratio": 11,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "Python installs, virtualenvs, and package pins"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "versions, and dependencies",
        "Python installs, virtualenvs, and package pins"
      ]
    },
    {
      "phrase": "to manage and collaborate on.",
      "phrase_norm": "to manage and collaborate on",
      "max_ratio": 11,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "when more than one person touches the repo."
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "to manage and collaborate on.",
        "when more than one person touches the repo."
      ]
    },
    {
      "phrase": "with HTTP status codes.",
      "phrase_norm": "with http status codes",
      "max_ratio": 11,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#2",
        "try": 1
      },
      "last_seen": {
        "phase": "p#2",
        "try": 1
      },
      "replacements_used": [
        "along with the right status code (400, 404, and so on)"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "with HTTP status codes.",
        "along with the right status code (400, 404, and so on)"
      ]
    },
    {
      "phrase": "requests When a request",
      "phrase_norm": "requests when a request",
      "max_ratio": 11,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#2",
        "try": 2
      },
      "last_seen": {
        "phase": "p#2",
        "try": 2
      },
      "replacements_used": [
        "Rename section *Rejecting bad payloads and open with Failed checks return JSON errors rather than crashing the process* (drops “request” repetition)."
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "requests When a request",
        "Rename section *Rejecting bad payloads and open with Failed checks return JSON errors rather than crashing the process* (drops “request” repetition)."
      ]
    },
    {
      "phrase": "for the chosen language",
      "phrase_norm": "for the chosen language",
      "max_ratio": 10,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "for picking Go over Python and C#"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "for the chosen language",
        "for picking Go over Python and C#"
      ]
    },
    {
      "phrase": "coursework and personal",
      "phrase_norm": "coursework and personal",
      "max_ratio": 10,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "class projects and side repos I already use"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "coursework and personal",
        "class projects and side repos I already use"
      ]
    },
    {
      "phrase": "for everyone? Examples:",
      "phrase_norm": "for everyone? examples",
      "max_ratio": 10,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 2
      },
      "last_seen": {
        "phase": "p#1",
        "try": 2
      },
      "replacements_used": [
        "Split into two sentences: “…what balance remains for each person?” then start examples on the next line with “For instance,” or “Two cases:”."
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "for everyone? Examples:",
        "Split into two sentences: “…what balance remains for each person?” then start examples on the next line with “For instance,” or “Two cases:”."
      ]
    },
    {
      "phrase": "Typing Static typing",
      "phrase_norm": "typing static typing",
      "max_ratio": 10,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 3
      },
      "last_seen": {
        "phase": "p#1",
        "try": 3
      },
      "replacements_used": [
        "Replace the Typing row with a bullet list under *Type checking:* — Go: compile-time checks; Python: types resolved when code runs; C#: CLR static types."
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "Typing Static typing",
        "Replace the Typing row with a bullet list under *Type checking:* — Go: compile-time checks; Python: types resolved when code runs; C#: CLR static types."
      ]
    },
    {
      "phrase": "if CI is",
      "phrase_norm": "if ci is",
      "max_ratio": 9,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "if I add automated tests later,"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "if CI is",
        "if I add automated tests later,"
      ]
    },
    {
      "phrase": "harder to maintain and",
      "phrase_norm": "harder to maintain and",
      "max_ratio": 9,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "tougher to keep consistent and"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "harder to maintain and",
        "tougher to keep consistent and"
      ]
    },
    {
      "phrase": "Build the API",
      "phrase_norm": "build the api",
      "max_ratio": 9,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "Implement the HTTP service"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "Build the API",
        "Implement the HTTP service"
      ]
    },
    {
      "phrase": "Share progress with",
      "phrase_norm": "share progress with",
      "max_ratio": 9,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "Track milestones using"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "Share progress with",
        "Track milestones using"
      ]
    },
    {
      "phrase": "each member in the group",
      "phrase_norm": "each member in the group",
      "max_ratio": 9,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 2
      },
      "last_seen": {
        "phase": "p#1",
        "try": 2
      },
      "replacements_used": [
        "“for every person loaded from the database”"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "each member in the group",
        "“for every person loaded from the database”"
      ]
    },
    {
      "phrase": "Check that required",
      "phrase_norm": "check that required",
      "max_ratio": 9,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#2",
        "try": 2
      },
      "last_seen": {
        "phase": "p#2",
        "try": 2
      },
      "replacements_used": [
        "Step 2 → Run field and range checks on the parsed struct → 400 VALIDATION"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "Check that required",
        "Step 2 → Run field and range checks on the parsed struct → 400 VALIDATION"
      ]
    },
    {
      "phrase": "simplicity and familiarity",
      "phrase_norm": "simplicity and familiarity",
      "max_ratio": 8,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "I'm already comfortable with it"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "simplicity and familiarity",
        "I'm already comfortable with it"
      ]
    },
    {
      "phrase": "How it works (high",
      "phrase_norm": "how it works (high",
      "max_ratio": 8,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "Flow (high level)"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "How it works (high",
        "Flow (high level)"
      ]
    },
    {
      "phrase": "would work for a small",
      "phrase_norm": "would work for a small",
      "max_ratio": 8,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 3
      },
      "last_seen": {
        "phase": "p#1",
        "try": 3
      },
      "replacements_used": [
        "Python's FastAPI could handle this scope, but managing environments…"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "would work for a small",
        "Python's FastAPI could handle this scope, but managing environments…"
      ]
    },
    {
      "phrase": "small REST API",
      "phrase_norm": "small rest api",
      "max_ratio": 7,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "compact HTTP bill-splitter service"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "small REST API",
        "compact HTTP bill-splitter service"
      ]
    },
    {
      "phrase": "and a clear path to",
      "phrase_norm": "and a clear path to",
      "max_ratio": 7,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "and room to grow into"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "and a clear path to",
        "and room to grow into"
      ]
    },
    {
      "phrase": "the product grows",
      "phrase_norm": "the product grows",
      "max_ratio": 7,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "I need multi-user hosting"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "the product grows",
        "I need multi-user hosting"
      ]
    },
    {
      "phrase": "\"person not found",
      "phrase_norm": "person not found",
      "max_ratio": 7,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "\"member not in this group\""
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "\"person not found",
        "\"member not in this group\""
      ]
    },
    {
      "phrase": "the API design, and",
      "phrase_norm": "the api design, and",
      "max_ratio": 7,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 2
      },
      "last_seen": {
        "phase": "p#1",
        "try": 2
      },
      "replacements_used": [
        "“requirements, endpoint layout, and why I chose Go/Fiber”"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "the API design, and",
        "“requirements, endpoint layout, and why I chose Go/Fiber”"
      ]
    },
    {
      "phrase": "each person still",
      "phrase_norm": "each person still",
      "max_ratio": 6,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "what balance remains for everyone"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "each person still",
        "what balance remains for everyone"
      ]
    },
    {
      "phrase": "still efficient for",
      "phrase_norm": "still efficient for",
      "max_ratio": 6,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "fast enough for"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "still efficient for",
        "fast enough for"
      ]
    },
    {
      "phrase": "easier to deploy and",
      "phrase_norm": "easier to deploy and",
      "max_ratio": 6,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "simpler to hand off and"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "easier to deploy and",
        "simpler to hand off and"
      ]
    },
    {
      "phrase": "Python can also",
      "phrase_norm": "python can also",
      "max_ratio": 6,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "I could use Python (FastAPI)"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "Python can also",
        "I could use Python (FastAPI)"
      ]
    },
    {
      "phrase": "if needed later,",
      "phrase_norm": "if needed later",
      "max_ratio": 6,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "down the road,"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "if needed later,",
        "down the road,"
      ]
    },
    {
      "phrase": ".NET runtime environment",
      "phrase_norm": "net runtime environment",
      "max_ratio": 6,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "installed .NET SDK/runtime"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        ".NET runtime environment",
        "installed .NET SDK/runtime"
      ]
    },
    {
      "phrase": "group and returns",
      "phrase_norm": "group and returns",
      "max_ratio": 6,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "group, then outputs"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "group and returns",
        "group, then outputs"
      ]
    },
    {
      "phrase": "at runtime Static",
      "phrase_norm": "at runtime static",
      "max_ratio": 6,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 3
      },
      "last_seen": {
        "phase": "p#1",
        "try": 3
      },
      "replacements_used": [
        "Python cell → \"Dynamic types — errors often surface when the service is running\" (keep C# cell separate)."
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "at runtime Static",
        "Python cell → \"Dynamic types — errors often surface when the service is running\" (keep C# cell separate)."
      ]
    },
    {
      "phrase": "not found\", \"code\":",
      "phrase_norm": "not found\", \"code",
      "max_ratio": 6,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#2",
        "try": 1
      },
      "last_seen": {
        "phase": "p#2",
        "try": 1
      },
      "replacements_used": [
        "Use table columns *Message / Code* for 404 rows (e.g. group not found | NOT_FOUND)."
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "not found\", \"code\":",
        "Use table columns *Message / Code* for 404 rows (e.g. group not found | NOT_FOUND)."
      ]
    },
    {
      "phrase": "and range checks",
      "phrase_norm": "and range checks",
      "max_ratio": 6,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#2",
        "try": 3
      },
      "last_seen": {
        "phase": "p#2",
        "try": 3
      },
      "replacements_used": [
        "Covered by phrase #1 rewrites (remove “range checks” entirely)."
      ],
      "replacements_failed": [
        "Covered by phrase #1 rewrites (remove “range checks” entirely)."
      ],
      "do_not_suggest": [
        "and range checks",
        "Covered by phrase #1 rewrites (remove “range checks” entirely)."
      ]
    },
    {
      "phrase": "the API. Backend",
      "phrase_norm": "the api. backend",
      "max_ratio": 5,
      "status": "blocklist",
      "times_flagged": 1,
      "first_seen": {
        "phase": "p#1",
        "try": 1
      },
      "last_seen": {
        "phase": "p#1",
        "try": 1
      },
      "replacements_used": [
        "the HTTP layer. Server-side"
      ],
      "replacements_failed": [],
      "do_not_suggest": [
        "the API. Backend",
        "the HTTP layer. Server-side"
      ]
    },
    {
      "phrase": "the program Task",
      "phrase_norm": "the program task",
      "max_ratio": 5,
      "status": "blocklist",
      "times_flagged": 1,
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}